---
_id: '14364'
abstract:
- lang: eng
  text: We introduce extension-based proofs, a class of impossibility proofs that
    includes valency arguments. They are modelled as an interaction between a prover
    and a protocol. Using proofs based on combinatorial topology, it has been shown
    that it is impossible to deterministically solve -set agreement among  processes
    or approximate agreement on a cycle of length 4 among  processes in a wait-free
    manner in asynchronous models where processes communicate using objects that can
    be constructed from shared registers. However, it was unknown whether proofs based
    on simpler techniques were possible. We show that these impossibility results
    cannot be obtained by extension-based proofs in the iterated snapshot model and,
    hence, extension-based proofs are limited in power.
acknowledgement: "We would like to thank Valerie King, Toniann Pitassi, and Michael
  Saks for helpful discussions and Shi Hao Liu for his useful feedback.\r\nThis research
  was supported by the Natural Science and Engineering Research Council of Canada
  under grants RGPIN-2015-05080 and RGPIN-2020-04178, a postgraduate scholarship,
  and a postdoctoral fellowship; a University of Toronto postdoctoral fellowship;
  the National Science Foundation under grants CCF-1217921, CCF-1301926, CCF-1637385,
  CCF-1650596, and IIS-1447786; the U.S. Department of Energy under grant ER26116/DE-SC0008923;
  the European Research Council (ERC) under the European Union’s Horizon 2020 research
  and innovation programme grant agreement 805223 ScaleML; and the Oracle and Intel
  corporations. Some of the work on this paper was done while Faith Ellen was visiting
  IST Austria."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
- first_name: James
  full_name: Aspnes, James
  last_name: Aspnes
- first_name: Faith
  full_name: Ellen, Faith
  last_name: Ellen
- first_name: Rati
  full_name: Gelashvili, Rati
  last_name: Gelashvili
- first_name: Leqi
  full_name: Zhu, Leqi
  id: a2117c59-cee4-11ed-b9d0-874ecf0f8ac5
  last_name: Zhu
citation:
  ama: Alistarh D-A, Aspnes J, Ellen F, Gelashvili R, Zhu L. Why extension-based proofs
    fail. <i>SIAM Journal on Computing</i>. 2023;52(4):913-944. doi:<a href="https://doi.org/10.1137/20M1375851">10.1137/20M1375851</a>
  apa: Alistarh, D.-A., Aspnes, J., Ellen, F., Gelashvili, R., &#38; Zhu, L. (2023).
    Why extension-based proofs fail. <i>SIAM Journal on Computing</i>. Society for
    Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/20M1375851">https://doi.org/10.1137/20M1375851</a>
  chicago: Alistarh, Dan-Adrian, James Aspnes, Faith Ellen, Rati Gelashvili, and Leqi
    Zhu. “Why Extension-Based Proofs Fail.” <i>SIAM Journal on Computing</i>. Society
    for Industrial and Applied Mathematics, 2023. <a href="https://doi.org/10.1137/20M1375851">https://doi.org/10.1137/20M1375851</a>.
  ieee: D.-A. Alistarh, J. Aspnes, F. Ellen, R. Gelashvili, and L. Zhu, “Why extension-based
    proofs fail,” <i>SIAM Journal on Computing</i>, vol. 52, no. 4. Society for Industrial
    and Applied Mathematics, pp. 913–944, 2023.
  ista: Alistarh D-A, Aspnes J, Ellen F, Gelashvili R, Zhu L. 2023. Why extension-based
    proofs fail. SIAM Journal on Computing. 52(4), 913–944.
  mla: Alistarh, Dan-Adrian, et al. “Why Extension-Based Proofs Fail.” <i>SIAM Journal
    on Computing</i>, vol. 52, no. 4, Society for Industrial and Applied Mathematics,
    2023, pp. 913–44, doi:<a href="https://doi.org/10.1137/20M1375851">10.1137/20M1375851</a>.
  short: D.-A. Alistarh, J. Aspnes, F. Ellen, R. Gelashvili, L. Zhu, SIAM Journal
    on Computing 52 (2023) 913–944.
date_created: 2023-09-24T22:01:11Z
date_published: 2023-07-25T00:00:00Z
date_updated: 2025-05-14T11:26:06Z
day: '25'
department:
- _id: DaAl
doi: 10.1137/20M1375851
ec_funded: 1
external_id:
  arxiv:
  - '1811.01421'
  isi:
  - '001082972300004'
intvolume: '        52'
isi: 1
issue: '4'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1811.01421
month: '07'
oa: 1
oa_version: Preprint
page: 913-944
project:
- _id: 268A44D6-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '805223'
  name: Elastic Coordination for Scalable Machine Learning
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '6676'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Why extension-based proofs fail
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 52
year: '2023'
...
---
_id: '14558'
abstract:
- lang: eng
  text: "n the dynamic minimum set cover problem, the challenge is to minimize the
    update time while guaranteeing a close-to-optimal min{O(log n), f} approximation
    factor. (Throughout, n, m, f , and C are parameters denoting the maximum number
    of elements, the number of sets, the frequency, and the cost range.) In the high-frequency
    range, when f = Ω(log n) , this was achieved by a deterministic O(log n) -approximation
    algorithm with O(f log n) amortized update time by Gupta et al. [Online and dynamic
    algorithms for set cover, in Proceedings STOC 2017, ACM, pp. 537–550]. In this
    paper we consider the low-frequency range, when f = O(log n) , and obtain deterministic
    algorithms with a (1 + ∈)f -approximation ratio and the following guarantees on
    the update time. (1)  O ((f/∈)-log(Cn)) amortized update time: Prior to our work,
    the best approximation ratio guaranteed by deterministic algorithms was O(f2)
    of Bhattacharya, Henzinger, and Italiano [Design of dynamic algorithms via primal-dual
    method, in Proceedings ICALP 2015, Springer, pp. 206–218]. In contrast, the only
    result with O(f) -approximation was that of Abboud et al. [Dynamic set cover:
    Improved algorithms and lower bounds, in Proceedings STOC 2019, ACM, pp. 114–125],
    who designed a randomized (1+∈)f -approximation algorithm with  amortized update
    time. (2) O(f2/∈3 + (f/∈2).logC) amortized update time: This result improves the
    above update time bound for most values of f\r\n in the low-frequency range, i.e.,
    f=o(log n) . It is also the first result that is independent of m\r\n and n. It
    subsumes the constant amortized update time of Bhattacharya and Kulkarni [Deterministically
    maintaining a (2 + ∈) -approximate minimum vertex cover in O(1/∈2) amortized update
    time, in Proceedings SODA 2019, SIAM, pp. 1872–1885] for unweighted dynamic vertex
    cover (i.e., when f = 2 and C = 1). (3) O((f/∈3).log2(Cn)) worst-case update time:
    No nontrivial worst-case update time was previously known for the dynamic set
    cover problem. Our bound subsumes and improves by a logarithmic factor the O(log3n/poly
    (∈)) \r\n worst-case update time for the unweighted dynamic vertex cover problem
    (i.e., when f = 2\r\n and C =1) of Bhattacharya, Henzinger, and Nanongkai [Fully
    dynamic approximate maximum matching and minimum vertex cover in O(log3)n worst
    case update time, in Proceedings SODA 2017, SIAM, pp. 470–489]. We achieve our
    results via the primal-dual approach, by maintaining a fractional packing solution
    as a dual certificate. Prior work in dynamic algorithms that employs the primal-dual
    approach uses a local update scheme that maintains relaxed complementary slackness
    conditions for every set. For our first result we use instead a global update
    scheme that does not always maintain complementary slackness conditions. For our
    second result we combine the global and the local update schema. To achieve our
    third result we use a hierarchy of background schedulers. It is an interesting
    open question whether this background scheduler technique can also be used to
    transform algorithms with amortized running time bounds into algorithms with worst-case
    running time bounds."
acknowledgement: "This project has received funding from the European Research Council
  (ERC) under the European Union's Horizon 2020 research and innovation programme
  (grants 715672 and\r\n101019564 ``The Design of Modern Fully Dynamic Data Structures
  (MoDynStruct)\"\") and from the Engineering and Physical Sciences Research Council,
  UK (EPSRC) under grant EP/S03353X/1. The second author was also supported by the
  Austrian Science Fund (FWF) project ``Fast Algorithms for a Reactive Network Layer
  (ReactNet),\"\" P 33775-N, with additional funding from the netidee SCIENCE Stiftung,
  2020--2024, project ``Static and Dynamic Hierarchical Graph Decompositions,\"\"I
  5982-N, and project Z 422-N. The third author was also supported by the Swedish
  Research Council (Reg. No. 2015-04659). The fourth author was also supported by
  the Science and Technology Development Fund (FDCT), Macau SAR (file 0014/2022/AFJ,
  0085/2022/A, 0143/2020/A3, and SKL-IOTSC-2021-2023)."
article_processing_charge: No
article_type: original
author:
- first_name: Sayan
  full_name: Bhattacharya, Sayan
  last_name: Bhattacharya
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Danupon
  full_name: Nanongkai, Danupon
  last_name: Nanongkai
- first_name: Xiaowei
  full_name: Wu, Xiaowei
  last_name: Wu
citation:
  ama: Bhattacharya S, Henzinger M, Nanongkai D, Wu X. Deterministic near-optimal
    approximation algorithms for dynamic set cover. <i>SIAM Journal on Computing</i>.
    2023;52(5):1132-1192. doi:<a href="https://doi.org/10.1137/21M1428649">10.1137/21M1428649</a>
  apa: Bhattacharya, S., Henzinger, M., Nanongkai, D., &#38; Wu, X. (2023). Deterministic
    near-optimal approximation algorithms for dynamic set cover. <i>SIAM Journal on
    Computing</i>. Society for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/21M1428649">https://doi.org/10.1137/21M1428649</a>
  chicago: Bhattacharya, Sayan, Monika Henzinger, Danupon Nanongkai, and Xiaowei Wu.
    “Deterministic Near-Optimal Approximation Algorithms for Dynamic Set Cover.” <i>SIAM
    Journal on Computing</i>. Society for Industrial and Applied Mathematics, 2023.
    <a href="https://doi.org/10.1137/21M1428649">https://doi.org/10.1137/21M1428649</a>.
  ieee: S. Bhattacharya, M. Henzinger, D. Nanongkai, and X. Wu, “Deterministic near-optimal
    approximation algorithms for dynamic set cover,” <i>SIAM Journal on Computing</i>,
    vol. 52, no. 5. Society for Industrial and Applied Mathematics, pp. 1132–1192,
    2023.
  ista: Bhattacharya S, Henzinger M, Nanongkai D, Wu X. 2023. Deterministic near-optimal
    approximation algorithms for dynamic set cover. SIAM Journal on Computing. 52(5),
    1132–1192.
  mla: Bhattacharya, Sayan, et al. “Deterministic Near-Optimal Approximation Algorithms
    for Dynamic Set Cover.” <i>SIAM Journal on Computing</i>, vol. 52, no. 5, Society
    for Industrial and Applied Mathematics, 2023, pp. 1132–92, doi:<a href="https://doi.org/10.1137/21M1428649">10.1137/21M1428649</a>.
  short: S. Bhattacharya, M. Henzinger, D. Nanongkai, X. Wu, SIAM Journal on Computing
    52 (2023) 1132–1192.
date_created: 2023-11-19T23:00:56Z
date_published: 2023-10-01T00:00:00Z
date_updated: 2025-09-09T13:19:49Z
day: '01'
department:
- _id: MoHe
doi: 10.1137/21M1428649
ec_funded: 1
external_id:
  isi:
  - '001116719500002'
intvolume: '        52'
isi: 1
issue: '5'
language:
- iso: eng
month: '10'
oa_version: None
page: 1132-1192
project:
- _id: bd9ca328-d553-11ed-ba76-dc4f890cfe62
  call_identifier: H2020
  grant_number: '101019564'
  name: The design and evaluation of modern fully dynamic data structures
- _id: bd9e3a2e-d553-11ed-ba76-8aa684ce17fe
  grant_number: P33775
  name: Fast Algorithms for a Reactive Network Layer
- _id: 34def286-11ca-11ed-8bc3-da5948e1613c
  grant_number: Z00422
  name: Efficient algorithms
- _id: bda196b2-d553-11ed-ba76-8e8ee6c21103
  grant_number: I05982
  name: Static and Dynamic Hierarchical Graph Decompositions
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Deterministic near-optimal approximation algorithms for dynamic set cover
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 52
year: '2023'
...
---
_id: '12563'
abstract:
- lang: eng
  text: 'he approximate graph coloring problem, whose complexity is unresolved in
    most cases, concerns finding a c-coloring of a graph that is promised to be k-colorable,
    where c≥k. This problem naturally generalizes to promise graph homomorphism problems
    and further to promise constraint satisfaction problems. The complexity of these
    problems has recently been studied through an algebraic approach. In this paper,
    we introduce two new techniques to analyze the complexity of promise CSPs: one
    is based on topology and the other on adjunction. We apply these techniques, together
    with the previously introduced algebraic approach, to obtain new unconditional
    NP-hardness results for a significant class of approximate graph coloring and
    promise graph homomorphism problems.'
acknowledgement: "Andrei Krokhin and Jakub Opršal were supported by the UK EPSRC grant
  EP/R034516/1. Jakub Opršal has received funding from the European Union’s Horizon
  2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement
  No 101034413. Stanislav Živný was supported by a Royal Society University Research
  Fellowship. This project has received funding from the European Research Council
  (ERC) under the European Union’s Horizon 2020 research and innovation programme
  (grant agreement No 714532). The paper re\x1Eects only the authors’ views and not
  the views of the ERC or the European Commission. "
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Andrei
  full_name: Krokhin, Andrei
  last_name: Krokhin
- first_name: Jakub
  full_name: Opršal, Jakub
  id: ec596741-c539-11ec-b829-c79322a91242
  last_name: Opršal
  orcid: 0000-0003-1245-3456
- first_name: Marcin
  full_name: Wrochna, Marcin
  last_name: Wrochna
- first_name: Stanislav
  full_name: Živný, Stanislav
  last_name: Živný
citation:
  ama: Krokhin A, Opršal J, Wrochna M, Živný S. Topology and adjunction in promise
    constraint satisfaction. <i>SIAM Journal on Computing</i>. 2023;52(1):38-79. doi:<a
    href="https://doi.org/10.1137/20m1378223">10.1137/20m1378223</a>
  apa: Krokhin, A., Opršal, J., Wrochna, M., &#38; Živný, S. (2023). Topology and
    adjunction in promise constraint satisfaction. <i>SIAM Journal on Computing</i>.
    Society for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/20m1378223">https://doi.org/10.1137/20m1378223</a>
  chicago: Krokhin, Andrei, Jakub Opršal, Marcin Wrochna, and Stanislav Živný. “Topology
    and Adjunction in Promise Constraint Satisfaction.” <i>SIAM Journal on Computing</i>.
    Society for Industrial and Applied Mathematics, 2023. <a href="https://doi.org/10.1137/20m1378223">https://doi.org/10.1137/20m1378223</a>.
  ieee: A. Krokhin, J. Opršal, M. Wrochna, and S. Živný, “Topology and adjunction
    in promise constraint satisfaction,” <i>SIAM Journal on Computing</i>, vol. 52,
    no. 1. Society for Industrial and Applied Mathematics, pp. 38–79, 2023.
  ista: Krokhin A, Opršal J, Wrochna M, Živný S. 2023. Topology and adjunction in
    promise constraint satisfaction. SIAM Journal on Computing. 52(1), 38–79.
  mla: Krokhin, Andrei, et al. “Topology and Adjunction in Promise Constraint Satisfaction.”
    <i>SIAM Journal on Computing</i>, vol. 52, no. 1, Society for Industrial and Applied
    Mathematics, 2023, pp. 38–79, doi:<a href="https://doi.org/10.1137/20m1378223">10.1137/20m1378223</a>.
  short: A. Krokhin, J. Opršal, M. Wrochna, S. Živný, SIAM Journal on Computing 52
    (2023) 38–79.
date_created: 2023-02-16T07:03:52Z
date_published: 2023-01-01T00:00:00Z
date_updated: 2025-05-14T10:51:32Z
day: '01'
department:
- _id: UlWa
doi: 10.1137/20m1378223
ec_funded: 1
external_id:
  arxiv:
  - '2003.11351'
  isi:
  - '000955000000001'
intvolume: '        52'
isi: 1
issue: '1'
keyword:
- General Mathematics
- General Computer Science
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2003.11351
month: '01'
oa: 1
oa_version: Preprint
page: 38-79
project:
- _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c
  call_identifier: H2020
  grant_number: '101034413'
  name: 'IST-BRIDGE: International postdoctoral program'
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Topology and adjunction in promise constraint satisfaction
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 52
year: '2023'
...
---
_id: '12960'
abstract:
- lang: eng
  text: "Isomanifolds are the generalization of isosurfaces to arbitrary dimension
    and codimension, i.e., submanifolds of Rd defined as the zero set of some multivariate
    multivalued smooth function f:Rd→Rd−n, where n is the intrinsic dimension of the
    manifold. A natural way to approximate a smooth isomanifold M=f−1(0) is to consider
    its piecewise linear (PL) approximation M^\r\n based on a triangulation T of the
    ambient space Rd. In this paper, we describe a simple algorithm to trace isomanifolds
    from a given starting point. The algorithm works for arbitrary dimensions n and
    d, and any precision D. Our main result is that, when f (or M) has bounded complexity,
    the complexity of the algorithm is polynomial in d and δ=1/D (and unavoidably
    exponential in n). Since it is known that for δ=Ω(d2.5), M^ is O(D2)-close and
    isotopic to M\r\n, our algorithm produces a faithful PL-approximation of isomanifolds
    of bounded complexity in time polynomial in d. Combining this algorithm with dimensionality
    reduction techniques, the dependency on d in the size of M^ can be completely
    removed with high probability. We also show that the algorithm can handle isomanifolds
    with boundary and, more generally, isostratifolds. The algorithm for isomanifolds
    with boundary has been implemented and experimental results are reported, showing
    that it is practical and can handle cases that are far ahead of the state-of-the-art. "
acknowledgement: The authors have received funding from the European Research Council
  under the European Union's ERC grant greement 339025 GUDHI (Algorithmic Foundations
  of Geometric Un-derstanding  in  Higher  Dimensions).   The  first  author  was  supported  by  the  French  government,through
  the 3IA C\^ote d'Azur Investments in the Future project managed by the National
  ResearchAgency (ANR) with the reference ANR-19-P3IA-0002.  The third author was
  supported by the Eu-ropean Union's Horizon 2020 research and innovation programme
  under the Marie Sk\lodowska-Curiegrant agreement 754411 and the FWF (Austrian Science
  Fund) grant M 3073.
article_processing_charge: No
article_type: original
author:
- first_name: Jean Daniel
  full_name: Boissonnat, Jean Daniel
  last_name: Boissonnat
- first_name: Siargey
  full_name: Kachanovich, Siargey
  last_name: Kachanovich
- first_name: Mathijs
  full_name: Wintraecken, Mathijs
  id: 307CFBC8-F248-11E8-B48F-1D18A9856A87
  last_name: Wintraecken
  orcid: 0000-0002-7472-2220
citation:
  ama: Boissonnat JD, Kachanovich S, Wintraecken M. Tracing isomanifolds in Rd in
    time polynomial in d using Coxeter–Freudenthal–Kuhn triangulations. <i>SIAM Journal
    on Computing</i>. 2023;52(2):452-486. doi:<a href="https://doi.org/10.1137/21M1412918">10.1137/21M1412918</a>
  apa: Boissonnat, J. D., Kachanovich, S., &#38; Wintraecken, M. (2023). Tracing isomanifolds
    in Rd in time polynomial in d using Coxeter–Freudenthal–Kuhn triangulations. <i>SIAM
    Journal on Computing</i>. Society for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/21M1412918">https://doi.org/10.1137/21M1412918</a>
  chicago: Boissonnat, Jean Daniel, Siargey Kachanovich, and Mathijs Wintraecken.
    “Tracing Isomanifolds in Rd in Time Polynomial in d Using Coxeter–Freudenthal–Kuhn
    Triangulations.” <i>SIAM Journal on Computing</i>. Society for Industrial and
    Applied Mathematics, 2023. <a href="https://doi.org/10.1137/21M1412918">https://doi.org/10.1137/21M1412918</a>.
  ieee: J. D. Boissonnat, S. Kachanovich, and M. Wintraecken, “Tracing isomanifolds
    in Rd in time polynomial in d using Coxeter–Freudenthal–Kuhn triangulations,”
    <i>SIAM Journal on Computing</i>, vol. 52, no. 2. Society for Industrial and Applied
    Mathematics, pp. 452–486, 2023.
  ista: Boissonnat JD, Kachanovich S, Wintraecken M. 2023. Tracing isomanifolds in
    Rd in time polynomial in d using Coxeter–Freudenthal–Kuhn triangulations. SIAM
    Journal on Computing. 52(2), 452–486.
  mla: Boissonnat, Jean Daniel, et al. “Tracing Isomanifolds in Rd in Time Polynomial
    in d Using Coxeter–Freudenthal–Kuhn Triangulations.” <i>SIAM Journal on Computing</i>,
    vol. 52, no. 2, Society for Industrial and Applied Mathematics, 2023, pp. 452–86,
    doi:<a href="https://doi.org/10.1137/21M1412918">10.1137/21M1412918</a>.
  short: J.D. Boissonnat, S. Kachanovich, M. Wintraecken, SIAM Journal on Computing
    52 (2023) 452–486.
corr_author: '1'
date_created: 2023-05-14T22:01:00Z
date_published: 2023-04-30T00:00:00Z
date_updated: 2025-04-15T06:54:46Z
day: '30'
department:
- _id: HeEd
doi: 10.1137/21M1412918
ec_funded: 1
external_id:
  isi:
  - '001013183000012'
intvolume: '        52'
isi: 1
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://hal-emse.ccsd.cnrs.fr/3IA-COTEDAZUR/hal-04083489v1
month: '04'
oa: 1
oa_version: Submitted Version
page: 452-486
project:
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
- _id: fc390959-9c52-11eb-aca3-afa58bd282b2
  grant_number: M03073
  name: Learning and triangulating manifolds via collapses
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '9441'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Tracing isomanifolds in Rd in time polynomial in d using Coxeter–Freudenthal–Kuhn
  triangulations
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 52
year: '2023'
...
---
_id: '11886'
abstract:
- lang: eng
  text: "We present a deterministic (1+\U0001D45C(1))-approximation (\U0001D45B1/2+\U0001D45C(1)+\U0001D4371+\U0001D45C(1))-time
    algorithm for solving the single-source shortest paths problem on distributed
    weighted networks (the \\sf CONGEST model); here \U0001D45B is the number of nodes
    in the network, \U0001D437 is its (hop) diameter, and edge weights are positive
    integers from 1 to poly(\U0001D45B). This is the first nontrivial deterministic
    algorithm for this problem. It also improves (i) the running time of the randomized
    (1+\U0001D45C(1))-approximation \U0001D442̃ (\U0001D45B√\U0001D4371/4+\U0001D437)-time
    algorithm of Nanongkai [in Proceedings of STOC, 2014, pp. 565--573] by a factor
    of as large as \U0001D45B1/8, and (ii) the \U0001D442(\U0001D716−1log\U0001D716−1)-approximation
    factor of Lenzen and Patt-Shamir's \U0001D442̃ (\U0001D45B1/2+\U0001D716+\U0001D437)-time
    algorithm [in Proceedings of STOC, 2013, pp. 381--390] within the same running
    time. (Throughout, we use \U0001D442̃ (⋅) to hide polylogarithmic factors in \U0001D45B.)
    Our running time matches the known time lower bound of Ω(\U0001D45B/log\U0001D45B‾‾‾‾‾‾‾√+\U0001D437)
    [M. Elkin, SIAM J. Comput., 36 (2006), pp. 433--456], thus essentially settling
    the status of this problem which was raised at least a decade ago [M. Elkin, SIGACT
    News, 35 (2004), pp. 40--57]. It also implies a (2+\U0001D45C(1))-approximation
    (\U0001D45B1/2+\U0001D45C(1)+\U0001D4371+\U0001D45C(1))-time algorithm for approximating
    a network's weighted diameter which almost matches the lower bound by Holzer and
    Pinsker [in Proceedings of OPODIS, 2015, Schloss Dagstuhl. Leibniz-Zent. Inform.,
    Wadern, Germany, 2016, 6]. In achieving this result, we develop two techniques
    which might be of independent interest and useful in other settings: (i) a deterministic
    process that replaces the “hitting set argument” commonly used for shortest paths
    computation in various settings, and (ii) a simple, deterministic construction
    of an (\U0001D45B\U0001D45C(1),\U0001D45C(1))-hop set of size \U0001D45B1+\U0001D45C(1).
    We combine these techniques with many distributed algorithmic techniques, some
    of which are from problems that are not directly related to shortest paths, e.g.,
    ruling sets [A. V. Goldberg, S. A. Plotkin, and G. E. Shannon, SIAM J. Discrete
    Math., 1 (1988), pp. 434--446], source detection [C. Lenzen and D. Peleg, in Proceedings
    of PODC, 2013, pp. 375--382], and partial distance estimation [C. Lenzen and B.
    Patt-Shamir, in Proceedings of PODC, 2015, pp. 153--162]. Our hop set construction
    also leads to single-source shortest paths algorithms in two other settings: (i)
    a (1+\U0001D45C(1))-approximation \U0001D45B\U0001D45C(1)-time algorithm on congested
    cliques, and (ii) a (1+\U0001D45C(1))-approximation \U0001D45B\U0001D45C(1)-pass
    \U0001D45B1+\U0001D45C(1)-space streaming algorithm. The first result answers
    an open problem in [D. Nanongkai, in Proceedings of STOC, 2014, pp. 565--573].
    The second result partially answers an open problem raised by McGregor in 2006
    [List of Open Problems in Sublinear Algorithms: Problem 14]."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Sebastian
  full_name: Krinninger, Sebastian
  last_name: Krinninger
- first_name: Danupon
  full_name: Nanongkai, Danupon
  last_name: Nanongkai
citation:
  ama: Henzinger M, Krinninger S, Nanongkai D. A deterministic almost-tight distributed
    algorithm for approximating single-source shortest paths. <i>SIAM Journal on Computing</i>.
    2021;50(3):STOC16-98-STOC16-137. doi:<a href="https://doi.org/10.1137/16m1097808">10.1137/16m1097808</a>
  apa: Henzinger, M., Krinninger, S., &#38; Nanongkai, D. (2021). A deterministic
    almost-tight distributed algorithm for approximating single-source shortest paths.
    <i>SIAM Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics.
    <a href="https://doi.org/10.1137/16m1097808">https://doi.org/10.1137/16m1097808</a>
  chicago: Henzinger, Monika, Sebastian Krinninger, and Danupon Nanongkai. “A Deterministic
    Almost-Tight Distributed Algorithm for Approximating Single-Source Shortest Paths.”
    <i>SIAM Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics,
    2021. <a href="https://doi.org/10.1137/16m1097808">https://doi.org/10.1137/16m1097808</a>.
  ieee: M. Henzinger, S. Krinninger, and D. Nanongkai, “A deterministic almost-tight
    distributed algorithm for approximating single-source shortest paths,” <i>SIAM
    Journal on Computing</i>, vol. 50, no. 3. Society for Industrial &#38; Applied
    Mathematics, pp. STOC16-98-STOC16-137, 2021.
  ista: Henzinger M, Krinninger S, Nanongkai D. 2021. A deterministic almost-tight
    distributed algorithm for approximating single-source shortest paths. SIAM Journal
    on Computing. 50(3), STOC16-98-STOC16-137.
  mla: Henzinger, Monika, et al. “A Deterministic Almost-Tight Distributed Algorithm
    for Approximating Single-Source Shortest Paths.” <i>SIAM Journal on Computing</i>,
    vol. 50, no. 3, Society for Industrial &#38; Applied Mathematics, 2021, pp. STOC16-98-STOC16-137,
    doi:<a href="https://doi.org/10.1137/16m1097808">10.1137/16m1097808</a>.
  short: M. Henzinger, S. Krinninger, D. Nanongkai, SIAM Journal on Computing 50 (2021)
    STOC16-98-STOC16-137.
date_created: 2022-08-17T07:54:45Z
date_published: 2021-05-01T00:00:00Z
date_updated: 2024-11-06T12:22:31Z
day: '01'
doi: 10.1137/16m1097808
extern: '1'
external_id:
  arxiv:
  - '1504.07056'
intvolume: '        50'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1504.07056
month: '05'
oa: 1
oa_version: Preprint
page: STOC16-98-STOC16-137
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: A deterministic almost-tight distributed algorithm for approximating single-source
  shortest paths
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 50
year: '2021'
...
---
_id: '15271'
abstract:
- lang: eng
  text: 'We settle the complexity of the (∆ + 1)-coloring and (∆ + 1)-list coloring
    problems intheCONGESTED CLIQUEmodel by presenting a simpledeterministicalgorithm
    for both problemsrunning in a constant number of rounds.  This matches the complexity
    of the recent breakthroughrandomizedconstant-round (∆ + 1)-list coloring algorithm
    due to Chang et al.  [Proceedings of the38th  ACM  Symposium  on  Principles  of  Distributed  Computing,  2019]  and  significantly  improvesupon
    the state-of-the-artO(log ∆)-round deterministic (∆ + 1)-coloring bound of Parter
    [Proceed-ings of the 45th Annual International Colloquium on Automata, Languages
    and Programming].  Aremarkable property of our algorithm is its simplicity.  Whereas
    the state-of-the-artrandomizedal-gorithms for this problem are based on the quite
    involved local coloring algorithm of Chang, Li, andPettie [Proceedings of the
    50th Annual ACM SIGACT Symposium on Theory of Computing, 2018],our algorithm can
    be described in just a few lines.  At a high level, it applies a careful derandomiza-tion
    of a recursive procedure which partitions the nodes and their respective palettes
    into separatebins.  We show that afterO(1) recursion steps, the remaining uncolored
    subgraph within each bin haslinear size and thus can be solved locally by collecting
    it to a single node.  This algorithm can alsobe implemented in the massively parallel
    computation (MPC) model provided that each machine haslinear (inn, the number
    of nodes in the input graph) space.  We also show an extension of our algo-rithm
    to theMPCregime, in which machines havesublinearspace:  we present the first deterministic(∆
    + 1)-list coloring algorithm designed for sublinear-spaceMPC, which runs inO(log
    ∆ + log logn)rounds.'
acknowledgement: The  first  author  was  partially  supported  by  the  Centre  for  Discrete  Mathematics
  and its Applications, by the IBM Faculty Award, and by the EPSRC award EP/N011163/1.  The
  second author was partially supported by the European Union’s Horizon 2020 research
  and innovation program under the Marie Sklodowska-Curie grant agreement 754411.  The
  first and third authors were partially supported by a Weizmann-UK Making Connections
  grant.
article_processing_charge: No
article_type: original
author:
- first_name: Artur
  full_name: Czumaj, Artur
  last_name: Czumaj
- first_name: Peter
  full_name: Davies, Peter
  id: 11396234-BB50-11E9-B24C-90FCE5697425
  last_name: Davies
  orcid: 0000-0002-5646-9524
- first_name: Merav
  full_name: Parter, Merav
  last_name: Parter
citation:
  ama: Czumaj A, Davies P, Parter M. Simple, deterministic, constant-round coloring
    in congested clique and MPC. <i>SIAM Journal on Computing</i>. 2021;50(5):1603-1626.
    doi:<a href="https://doi.org/10.1137/20m1366502">10.1137/20m1366502</a>
  apa: Czumaj, A., Davies, P., &#38; Parter, M. (2021). Simple, deterministic, constant-round
    coloring in congested clique and MPC. <i>SIAM Journal on Computing</i>. Society
    for Industrial and Applied Mathematics. <a href="https://doi.org/10.1137/20m1366502">https://doi.org/10.1137/20m1366502</a>
  chicago: Czumaj, Artur, Peter Davies, and Merav Parter. “Simple, Deterministic,
    Constant-Round Coloring in Congested Clique and MPC.” <i>SIAM Journal on Computing</i>.
    Society for Industrial and Applied Mathematics, 2021. <a href="https://doi.org/10.1137/20m1366502">https://doi.org/10.1137/20m1366502</a>.
  ieee: A. Czumaj, P. Davies, and M. Parter, “Simple, deterministic, constant-round
    coloring in congested clique and MPC,” <i>SIAM Journal on Computing</i>, vol.
    50, no. 5. Society for Industrial and Applied Mathematics, pp. 1603–1626, 2021.
  ista: Czumaj A, Davies P, Parter M. 2021. Simple, deterministic, constant-round
    coloring in congested clique and MPC. SIAM Journal on Computing. 50(5), 1603–1626.
  mla: Czumaj, Artur, et al. “Simple, Deterministic, Constant-Round Coloring in Congested
    Clique and MPC.” <i>SIAM Journal on Computing</i>, vol. 50, no. 5, Society for
    Industrial and Applied Mathematics, 2021, pp. 1603–26, doi:<a href="https://doi.org/10.1137/20m1366502">10.1137/20m1366502</a>.
  short: A. Czumaj, P. Davies, M. Parter, SIAM Journal on Computing 50 (2021) 1603–1626.
date_created: 2024-04-03T07:53:22Z
date_published: 2021-01-01T00:00:00Z
date_updated: 2025-09-10T10:14:11Z
day: '01'
department:
- _id: DaAl
doi: 10.1137/20m1366502
ec_funded: 1
external_id:
  isi:
  - '000713008600004'
intvolume: '        50'
isi: 1
issue: '5'
keyword:
- General Mathematics
- General Computer Science
language:
- iso: eng
month: '01'
oa_version: None
page: 1603-1626
project:
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Simple, deterministic, constant-round coloring in congested clique and MPC
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 50
year: '2021'
...
---
_id: '11889'
abstract:
- lang: eng
  text: "We study the problem of computing a minimum cut in a simple, undirected graph
    and give a deterministic \U0001D442(\U0001D45Alog2\U0001D45Bloglog2\U0001D45B)
    time algorithm. This improves on both the best previously known deterministic
    running time of \U0001D442(\U0001D45Alog12\U0001D45B) (Kawarabayashi and Thorup
    [J. ACM, 66 (2018), 4]) and the best previously known randomized running time
    of \U0001D442(\U0001D45Alog3\U0001D45B) (Karger [J. ACM, 47 (2000), pp. 46--76])
    for this problem, though Karger's algorithm can be further applied to weighted
    graphs. Moreover, our result extends to balanced directed graphs, where the balance
    of a directed graph captures how close the graph is to being Eulerian. Our approach
    is using the Kawarabayashi and Thorup graph compression technique, which repeatedly
    finds low conductance cuts. To find these cuts they use a diffusion-based local
    algorithm. We use instead a flow-based local algorithm and suitably adjust their
    framework to work with our flow-based subroutine. Both flow- and diffusion-based
    methods have a long history of being applied to finding low conductance cuts.
    Diffusion algorithms have several variants that are naturally local, while it
    is more complicated to make flow methods local. Some prior work has proven nice
    properties for local flow-based algorithms with respect to improving or cleaning
    up low conductance cuts. Our flow subroutine, however, is the first that both
    is local and produces low conductance cuts. Thus, it may be of independent interest."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Satish
  full_name: Rao, Satish
  last_name: Rao
- first_name: Di
  full_name: Wang, Di
  last_name: Wang
citation:
  ama: Henzinger M, Rao S, Wang D. Local flow partitioning for faster edge connectivity.
    <i>SIAM Journal on Computing</i>. 2020;49(1):1-36. doi:<a href="https://doi.org/10.1137/18m1180335">10.1137/18m1180335</a>
  apa: Henzinger, M., Rao, S., &#38; Wang, D. (2020). Local flow partitioning for
    faster edge connectivity. <i>SIAM Journal on Computing</i>. Society for Industrial
    &#38; Applied Mathematics. <a href="https://doi.org/10.1137/18m1180335">https://doi.org/10.1137/18m1180335</a>
  chicago: Henzinger, Monika, Satish Rao, and Di Wang. “Local Flow Partitioning for
    Faster Edge Connectivity.” <i>SIAM Journal on Computing</i>. Society for Industrial
    &#38; Applied Mathematics, 2020. <a href="https://doi.org/10.1137/18m1180335">https://doi.org/10.1137/18m1180335</a>.
  ieee: M. Henzinger, S. Rao, and D. Wang, “Local flow partitioning for faster edge
    connectivity,” <i>SIAM Journal on Computing</i>, vol. 49, no. 1. Society for Industrial
    &#38; Applied Mathematics, pp. 1–36, 2020.
  ista: Henzinger M, Rao S, Wang D. 2020. Local flow partitioning for faster edge
    connectivity. SIAM Journal on Computing. 49(1), 1–36.
  mla: Henzinger, Monika, et al. “Local Flow Partitioning for Faster Edge Connectivity.”
    <i>SIAM Journal on Computing</i>, vol. 49, no. 1, Society for Industrial &#38;
    Applied Mathematics, 2020, pp. 1–36, doi:<a href="https://doi.org/10.1137/18m1180335">10.1137/18m1180335</a>.
  short: M. Henzinger, S. Rao, D. Wang, SIAM Journal on Computing 49 (2020) 1–36.
date_created: 2022-08-17T08:09:31Z
date_published: 2020-01-01T00:00:00Z
date_updated: 2024-11-06T12:22:42Z
day: '01'
doi: 10.1137/18m1180335
extern: '1'
external_id:
  arxiv:
  - '1704.01254'
intvolume: '        49'
issue: '1'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/1704.01254
month: '01'
oa_version: Preprint
page: 1-36
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '11873'
    relation: later_version
    status: public
scopus_import: '1'
status: public
title: Local flow partitioning for faster edge connectivity
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 49
year: '2020'
...
---
_id: '6672'
abstract:
- lang: eng
  text: The construction of anisotropic triangulations is desirable for various applications,
    such as the numerical solving of partial differential equations and the representation
    of surfaces in graphics. To solve this notoriously difficult problem in a practical
    way, we introduce the discrete Riemannian Voronoi diagram, a discrete structure
    that approximates the Riemannian Voronoi diagram. This structure has been implemented
    and was shown to lead to good triangulations in $\mathbb{R}^2$ and on surfaces
    embedded in $\mathbb{R}^3$ as detailed in our experimental companion paper. In
    this paper, we study theoretical aspects of our structure. Given a finite set
    of points $\mathcal{P}$ in a domain $\Omega$ equipped with a Riemannian metric,
    we compare the discrete Riemannian Voronoi diagram of $\mathcal{P}$ to its Riemannian
    Voronoi diagram. Both diagrams have dual structures called the discrete Riemannian
    Delaunay and the Riemannian Delaunay complex. We provide conditions that guarantee
    that these dual structures are identical. It then follows from previous results
    that the discrete Riemannian Delaunay complex can be embedded in $\Omega$ under
    sufficient conditions, leading to an anisotropic triangulation with curved simplices.
    Furthermore, we show that, under similar conditions, the simplices of this triangulation
    can be straightened.
arxiv: 1
author:
- first_name: Jean-Daniel
  full_name: Boissonnat, Jean-Daniel
  last_name: Boissonnat
- first_name: Mael
  full_name: Rouxel-Labbé, Mael
  last_name: Rouxel-Labbé
- first_name: Mathijs
  full_name: Wintraecken, Mathijs
  id: 307CFBC8-F248-11E8-B48F-1D18A9856A87
  last_name: Wintraecken
  orcid: 0000-0002-7472-2220
citation:
  ama: Boissonnat J-D, Rouxel-Labbé M, Wintraecken M. Anisotropic triangulations via
    discrete Riemannian Voronoi diagrams. <i>SIAM Journal on Computing</i>. 2019;48(3):1046-1097.
    doi:<a href="https://doi.org/10.1137/17m1152292">10.1137/17m1152292</a>
  apa: Boissonnat, J.-D., Rouxel-Labbé, M., &#38; Wintraecken, M. (2019). Anisotropic
    triangulations via discrete Riemannian Voronoi diagrams. <i>SIAM Journal on Computing</i>.
    Society for Industrial &#38; Applied Mathematics (SIAM). <a href="https://doi.org/10.1137/17m1152292">https://doi.org/10.1137/17m1152292</a>
  chicago: Boissonnat, Jean-Daniel, Mael Rouxel-Labbé, and Mathijs Wintraecken. “Anisotropic
    Triangulations via Discrete Riemannian Voronoi Diagrams.” <i>SIAM Journal on Computing</i>.
    Society for Industrial &#38; Applied Mathematics (SIAM), 2019. <a href="https://doi.org/10.1137/17m1152292">https://doi.org/10.1137/17m1152292</a>.
  ieee: J.-D. Boissonnat, M. Rouxel-Labbé, and M. Wintraecken, “Anisotropic triangulations
    via discrete Riemannian Voronoi diagrams,” <i>SIAM Journal on Computing</i>, vol.
    48, no. 3. Society for Industrial &#38; Applied Mathematics (SIAM), pp. 1046–1097,
    2019.
  ista: Boissonnat J-D, Rouxel-Labbé M, Wintraecken M. 2019. Anisotropic triangulations
    via discrete Riemannian Voronoi diagrams. SIAM Journal on Computing. 48(3), 1046–1097.
  mla: Boissonnat, Jean-Daniel, et al. “Anisotropic Triangulations via Discrete Riemannian
    Voronoi Diagrams.” <i>SIAM Journal on Computing</i>, vol. 48, no. 3, Society for
    Industrial &#38; Applied Mathematics (SIAM), 2019, pp. 1046–97, doi:<a href="https://doi.org/10.1137/17m1152292">10.1137/17m1152292</a>.
  short: J.-D. Boissonnat, M. Rouxel-Labbé, M. Wintraecken, SIAM Journal on Computing
    48 (2019) 1046–1097.
date_created: 2019-07-24T08:42:12Z
date_published: 2019-05-21T00:00:00Z
date_updated: 2021-01-12T08:08:30Z
day: '21'
doi: 10.1137/17m1152292
extern: '1'
external_id:
  arxiv:
  - '1703.06487'
intvolume: '        48'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1703.06487
month: '05'
oa: 1
oa_version: Preprint
page: 1046-1097
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics (SIAM)
quality_controlled: '1'
status: public
title: Anisotropic triangulations via discrete Riemannian Voronoi diagrams
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 48
year: '2019'
...
---
_id: '7412'
abstract:
- lang: eng
  text: We develop a framework for the rigorous analysis of focused stochastic local
    search algorithms. These algorithms search a state space by repeatedly selecting
    some constraint that is violated in the current state and moving to a random nearby
    state that addresses the violation, while (we hope) not introducing many new violations.
    An important class of focused local search algorithms with provable performance
    guarantees has recently arisen from algorithmizations of the Lovász local lemma
    (LLL), a nonconstructive tool for proving the existence of satisfying states by
    introducing a background measure on the state space. While powerful, the state
    transitions of algorithms in this class must be, in a precise sense, perfectly
    compatible with the background measure. In many applications this is a very restrictive
    requirement, and one needs to step outside the class. Here we introduce the notion
    of measure distortion and develop a framework for analyzing arbitrary focused
    stochastic local search algorithms, recovering LLL algorithmizations as the special
    case of no distortion. Our framework takes as input an arbitrary algorithm of
    such type and an arbitrary probability measure and shows how to use the measure
    as a yardstick of algorithmic progress, even for algorithms designed independently
    of the measure.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Dimitris
  full_name: Achlioptas, Dimitris
  last_name: Achlioptas
- first_name: Fotis
  full_name: Iliopoulos, Fotis
  last_name: Iliopoulos
- first_name: Vladimir
  full_name: Kolmogorov, Vladimir
  id: 3D50B0BA-F248-11E8-B48F-1D18A9856A87
  last_name: Kolmogorov
citation:
  ama: Achlioptas D, Iliopoulos F, Kolmogorov V. A local lemma for focused stochastical
    algorithms. <i>SIAM Journal on Computing</i>. 2019;48(5):1583-1602. doi:<a href="https://doi.org/10.1137/16m109332x">10.1137/16m109332x</a>
  apa: Achlioptas, D., Iliopoulos, F., &#38; Kolmogorov, V. (2019). A local lemma
    for focused stochastical algorithms. <i>SIAM Journal on Computing</i>. SIAM. <a
    href="https://doi.org/10.1137/16m109332x">https://doi.org/10.1137/16m109332x</a>
  chicago: Achlioptas, Dimitris, Fotis Iliopoulos, and Vladimir Kolmogorov. “A Local
    Lemma for Focused Stochastical Algorithms.” <i>SIAM Journal on Computing</i>.
    SIAM, 2019. <a href="https://doi.org/10.1137/16m109332x">https://doi.org/10.1137/16m109332x</a>.
  ieee: D. Achlioptas, F. Iliopoulos, and V. Kolmogorov, “A local lemma for focused
    stochastical algorithms,” <i>SIAM Journal on Computing</i>, vol. 48, no. 5. SIAM,
    pp. 1583–1602, 2019.
  ista: Achlioptas D, Iliopoulos F, Kolmogorov V. 2019. A local lemma for focused
    stochastical algorithms. SIAM Journal on Computing. 48(5), 1583–1602.
  mla: Achlioptas, Dimitris, et al. “A Local Lemma for Focused Stochastical Algorithms.”
    <i>SIAM Journal on Computing</i>, vol. 48, no. 5, SIAM, 2019, pp. 1583–602, doi:<a
    href="https://doi.org/10.1137/16m109332x">10.1137/16m109332x</a>.
  short: D. Achlioptas, F. Iliopoulos, V. Kolmogorov, SIAM Journal on Computing 48
    (2019) 1583–1602.
date_created: 2020-01-30T09:27:32Z
date_published: 2019-10-31T00:00:00Z
date_updated: 2024-11-04T13:52:36Z
day: '31'
department:
- _id: VlKo
doi: 10.1137/16m109332x
ec_funded: 1
external_id:
  arxiv:
  - '1809.01537'
  isi:
  - '000493900200005'
intvolume: '        48'
isi: 1
issue: '5'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1809.01537
month: '10'
oa: 1
oa_version: Preprint
page: 1583-1602
project:
- _id: 25FBA906-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '616160'
  name: 'Discrete Optimization in Computer Vision: Theory and Practice'
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: SIAM
quality_controlled: '1'
scopus_import: '1'
status: public
title: A local lemma for focused stochastical algorithms
type: journal_article
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 48
year: '2019'
...
---
_id: '11890'
abstract:
- lang: eng
  text: "We present the first deterministic data structures for maintaining approximate
    minimum vertex cover and maximum matching in a fully dynamic graph \U0001D43A=(\U0001D449,\U0001D438),
    with |\U0001D449|=\U0001D45B and |\U0001D438|=\U0001D45A, in \U0001D45C(\U0001D45A‾‾√)
    time per update. In particular, for minimum vertex cover, we provide deterministic
    data structures for maintaining a (2+\U0001D716) approximation in \U0001D442(log\U0001D45B/\U0001D7162)
    amortized time per update. For maximum matching, we show how to maintain a (3+\U0001D716)
    approximation in \U0001D442(min(\U0001D45B√/\U0001D716,\U0001D45A1/3/\U0001D7162)
    amortized time per update and a (4+\U0001D716) approximation in \U0001D442(\U0001D45A1/3/\U0001D7162)
    worst-case time per update. Our data structure for fully dynamic minimum vertex
    cover is essentially near-optimal and settles an open problem by Onak and Rubinfeld
    [in 42nd ACM Symposium on Theory of Computing, Cambridge, MA, ACM, 2010, pp. 457--464]."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Sayan
  full_name: Bhattacharya, Sayan
  last_name: Bhattacharya
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Giuseppe F.
  full_name: Italiano, Giuseppe F.
  last_name: Italiano
citation:
  ama: Bhattacharya S, Henzinger M, Italiano GF. Deterministic fully dynamic data
    structures for vertex cover and matching. <i>SIAM Journal on Computing</i>. 2018;47(3):859-887.
    doi:<a href="https://doi.org/10.1137/140998925">10.1137/140998925</a>
  apa: Bhattacharya, S., Henzinger, M., &#38; Italiano, G. F. (2018). Deterministic
    fully dynamic data structures for vertex cover and matching. <i>SIAM Journal on
    Computing</i>. Society for Industrial &#38; Applied Mathematics. <a href="https://doi.org/10.1137/140998925">https://doi.org/10.1137/140998925</a>
  chicago: Bhattacharya, Sayan, Monika Henzinger, and Giuseppe F. Italiano. “Deterministic
    Fully Dynamic Data Structures for Vertex Cover and Matching.” <i>SIAM Journal
    on Computing</i>. Society for Industrial &#38; Applied Mathematics, 2018. <a href="https://doi.org/10.1137/140998925">https://doi.org/10.1137/140998925</a>.
  ieee: S. Bhattacharya, M. Henzinger, and G. F. Italiano, “Deterministic fully dynamic
    data structures for vertex cover and matching,” <i>SIAM Journal on Computing</i>,
    vol. 47, no. 3. Society for Industrial &#38; Applied Mathematics, pp. 859–887,
    2018.
  ista: Bhattacharya S, Henzinger M, Italiano GF. 2018. Deterministic fully dynamic
    data structures for vertex cover and matching. SIAM Journal on Computing. 47(3),
    859–887.
  mla: Bhattacharya, Sayan, et al. “Deterministic Fully Dynamic Data Structures for
    Vertex Cover and Matching.” <i>SIAM Journal on Computing</i>, vol. 47, no. 3,
    Society for Industrial &#38; Applied Mathematics, 2018, pp. 859–87, doi:<a href="https://doi.org/10.1137/140998925">10.1137/140998925</a>.
  short: S. Bhattacharya, M. Henzinger, G.F. Italiano, SIAM Journal on Computing 47
    (2018) 859–887.
date_created: 2022-08-17T08:21:23Z
date_published: 2018-05-01T00:00:00Z
date_updated: 2024-11-06T12:22:54Z
day: '01'
doi: 10.1137/140998925
extern: '1'
external_id:
  arxiv:
  - '1412.1318'
intvolume: '        47'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1412.1318
month: '05'
oa: 1
oa_version: Preprint
page: 859-887
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '11875'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Deterministic fully dynamic data structures for vertex cover and matching
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 47
year: '2018'
...
---
_id: '5975'
abstract:
- lang: eng
  text: We consider the recent formulation of the algorithmic Lov ́asz Local Lemma  [N.
    Har-vey and J. Vondr ́ak, inProceedings of FOCS, 2015, pp. 1327–1345; D. Achlioptas
    and F. Iliopoulos,inProceedings of SODA, 2016, pp. 2024–2038; D. Achlioptas, F.
    Iliopoulos, and V. Kolmogorov,ALocal Lemma for Focused Stochastic Algorithms,
    arXiv preprint, 2018] for finding objects that avoid“bad  features,”  or  “flaws.”   It  extends  the  Moser–Tardos  resampling  algorithm  [R.  A.  Moser  andG.
    Tardos,J. ACM, 57 (2010), 11] to more general discrete spaces.  At each step the
    method picks aflaw present in the current state and goes to a new state according
    to some prespecified probabilitydistribution (which depends on the current state
    and the selected flaw).  However, the recent formu-lation is less flexible than
    the Moser–Tardos method since it requires a specific flaw selection rule,whereas
    the algorithm of Moser and Tardos allows an arbitrary rule (and thus can potentially
    beimplemented more efficiently).  We formulate a new “commutativity” condition
    and prove that it issufficient for an arbitrary rule to work.  It also enables
    an efficient parallelization under an additionalassumption.  We then show that
    existing resampling oracles for perfect matchings and permutationsdo satisfy this
    condition.
article_processing_charge: No
arxiv: 1
author:
- first_name: Vladimir
  full_name: Kolmogorov, Vladimir
  id: 3D50B0BA-F248-11E8-B48F-1D18A9856A87
  last_name: Kolmogorov
citation:
  ama: Kolmogorov V. Commutativity in the algorithmic Lovász local lemma. <i>SIAM
    Journal on Computing</i>. 2018;47(6):2029-2056. doi:<a href="https://doi.org/10.1137/16m1093306">10.1137/16m1093306</a>
  apa: Kolmogorov, V. (2018). Commutativity in the algorithmic Lovász local lemma.
    <i>SIAM Journal on Computing</i>. Society for Industrial and Applied Mathematics.
    <a href="https://doi.org/10.1137/16m1093306">https://doi.org/10.1137/16m1093306</a>
  chicago: Kolmogorov, Vladimir. “Commutativity in the Algorithmic Lovász Local Lemma.”
    <i>SIAM Journal on Computing</i>. Society for Industrial and Applied Mathematics,
    2018. <a href="https://doi.org/10.1137/16m1093306">https://doi.org/10.1137/16m1093306</a>.
  ieee: V. Kolmogorov, “Commutativity in the algorithmic Lovász local lemma,” <i>SIAM
    Journal on Computing</i>, vol. 47, no. 6. Society for Industrial and Applied Mathematics,
    pp. 2029–2056, 2018.
  ista: Kolmogorov V. 2018. Commutativity in the algorithmic Lovász local lemma. SIAM
    Journal on Computing. 47(6), 2029–2056.
  mla: Kolmogorov, Vladimir. “Commutativity in the Algorithmic Lovász Local Lemma.”
    <i>SIAM Journal on Computing</i>, vol. 47, no. 6, Society for Industrial and Applied
    Mathematics, 2018, pp. 2029–56, doi:<a href="https://doi.org/10.1137/16m1093306">10.1137/16m1093306</a>.
  short: V. Kolmogorov, SIAM Journal on Computing 47 (2018) 2029–2056.
date_created: 2019-02-13T12:59:33Z
date_published: 2018-11-08T00:00:00Z
date_updated: 2025-09-22T09:44:20Z
day: '08'
department:
- _id: VlKo
doi: 10.1137/16m1093306
ec_funded: 1
external_id:
  arxiv:
  - '1506.08547'
  isi:
  - '000453785100001'
intvolume: '        47'
isi: 1
issue: '6'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1506.08547
month: '11'
oa: 1
oa_version: Preprint
page: 2029-2056
project:
- _id: 25FBA906-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '616160'
  name: 'Discrete Optimization in Computer Vision: Theory and Practice'
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
related_material:
  record:
  - id: '1193'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Commutativity in the algorithmic Lovász local lemma
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 47
year: '2018'
...
---
_id: '11891'
abstract:
- lang: eng
  text: "We study dynamic (1+\U0001D716)-approximation algorithms for the all-pairs
    shortest paths problem in unweighted undirected \U0001D45B-node \U0001D45A-edge
    graphs under edge deletions. The fastest algorithm for this problem is a randomized
    algorithm with a total update time of \U0001D442̃ (\U0001D45A\U0001D45B/\U0001D716)
    and constant query time by Roditty and Zwick [SIAM J. Comput., 41 (2012), pp.
    670--683]. The fastest deterministic algorithm is from a 1981 paper by Even and
    Shiloach [J. ACM, 28 (1981), pp. 1--4]; it has a total update time of \U0001D442(\U0001D45A\U0001D45B2)
    and constant query time. We improve these results as follows: (1) We present an
    algorithm with a total update time of \U0001D442̃ (\U0001D45B5/2/\U0001D716) and
    constant query time that has an additive error of 2 in addition to the 1+\U0001D716
    multiplicative error. This beats the previous \U0001D442̃ (\U0001D45A\U0001D45B/\U0001D716)
    time when \U0001D45A=Ω(\U0001D45B3/2). Note that the additive error is unavoidable
    since, even in the static case, an \U0001D442(\U0001D45B3−\U0001D6FF)-time (a
    so-called truly subcubic) combinatorial algorithm with 1+\U0001D716 multiplicative
    error cannot have an additive error less than 2−\U0001D716, unless we make a major
    breakthrough for Boolean matrix multiplication [D. Dor, S. Halrepin, and U. Zwick,
    SIAM J. Comput., 29 (2000), pp. 1740--1759] and many other long-standing problems
    [V. Vassilevska Williams and R. Williams, Proceedings of the 2010 IEEE 51st Annual
    Symposium on Foundations of Computer Science, 2010, pp. 645--654]. The algorithm
    can also be turned into a (2+\U0001D716)-approximation algorithm (without an additive
    error) with the same time guarantees, improving the recent (3+\U0001D716)-approximation
    algorithm with \U0001D442̃ (\U0001D45B5/2+\U0001D442(log(1/\U0001D716)/log\U0001D45B√))
    running time of Bernstein and Roditty [Proceedings of the Twenty-Second Annual
    ACM-SIAM Symposium on Discrete Algorithms, 2011, pp. 1355--1365] in terms of both
    approximation and time guarantees. (2) We present a deterministic algorithm with
    a total update time of \U0001D442̃ (\U0001D45A\U0001D45B/\U0001D716) and a query
    time of \U0001D442(loglog\U0001D45B). The algorithm has a multiplicative error
    of 1+\U0001D716 and gives the first improved deterministic algorithm since 1981.
    It also answers an open question raised by Bernstein in [Proceedings of the Forty-Fifth
    Annual ACM Symposium on Theory of Computing, 2013, pp. 725--734]. The deterministic
    algorithm can be turned into a deterministic fully dynamic (1+\U0001D716)-approximation
    with an amortized update time of \U0001D442̃ (\U0001D45A\U0001D45B/(\U0001D716\U0001D461))
    and a query time of \U0001D442̃ (\U0001D461) for every \U0001D461≤\U0001D45B√.
    In order to achieve our results, we introduce two new techniques: (i) A monotone
    Even--Shiloach tree algorithm which maintains a bounded-distance shortest-paths
    tree on a certain type of emulator called a locally persevering emulator. (ii)
    A derandomization technique based on moving Even--Shiloach trees as a way to derandomize
    the standard random set argument. These techniques might be of independent interest."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Sebastian
  full_name: Krinninger, Sebastian
  last_name: Krinninger
- first_name: Danupon
  full_name: Nanongkai, Danupon
  last_name: Nanongkai
citation:
  ama: 'Henzinger M, Krinninger S, Nanongkai D. Dynamic approximate all-pairs shortest
    paths: Breaking the O(mn) barrier and derandomization. <i>SIAM Journal on Computing</i>.
    2016;45(3):947-1006. doi:<a href="https://doi.org/10.1137/140957299">10.1137/140957299</a>'
  apa: 'Henzinger, M., Krinninger, S., &#38; Nanongkai, D. (2016). Dynamic approximate
    all-pairs shortest paths: Breaking the O(mn) barrier and derandomization. <i>SIAM
    Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics. <a
    href="https://doi.org/10.1137/140957299">https://doi.org/10.1137/140957299</a>'
  chicago: 'Henzinger, Monika, Sebastian Krinninger, and Danupon Nanongkai. “Dynamic
    Approximate All-Pairs Shortest Paths: Breaking the O(Mn) Barrier and Derandomization.”
    <i>SIAM Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics,
    2016. <a href="https://doi.org/10.1137/140957299">https://doi.org/10.1137/140957299</a>.'
  ieee: 'M. Henzinger, S. Krinninger, and D. Nanongkai, “Dynamic approximate all-pairs
    shortest paths: Breaking the O(mn) barrier and derandomization,” <i>SIAM Journal
    on Computing</i>, vol. 45, no. 3. Society for Industrial &#38; Applied Mathematics,
    pp. 947–1006, 2016.'
  ista: 'Henzinger M, Krinninger S, Nanongkai D. 2016. Dynamic approximate all-pairs
    shortest paths: Breaking the O(mn) barrier and derandomization. SIAM Journal on
    Computing. 45(3), 947–1006.'
  mla: 'Henzinger, Monika, et al. “Dynamic Approximate All-Pairs Shortest Paths: Breaking
    the O(Mn) Barrier and Derandomization.” <i>SIAM Journal on Computing</i>, vol.
    45, no. 3, Society for Industrial &#38; Applied Mathematics, 2016, pp. 947–1006,
    doi:<a href="https://doi.org/10.1137/140957299">10.1137/140957299</a>.'
  short: M. Henzinger, S. Krinninger, D. Nanongkai, SIAM Journal on Computing 45 (2016)
    947–1006.
date_created: 2022-08-17T08:37:00Z
date_published: 2016-05-01T00:00:00Z
date_updated: 2024-11-06T12:23:06Z
day: '01'
doi: 10.1137/140957299
extern: '1'
external_id:
  arxiv:
  - '1308.0776'
intvolume: '        45'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1308.0776
month: '05'
oa: 1
oa_version: Preprint
page: 947-1006
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Dynamic approximate all-pairs shortest paths: Breaking the O(mn) barrier and
  derandomization'
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 45
year: '2016'
...
---
_id: '11892'
abstract:
- lang: eng
  text: "We present the first fully dynamic algorithm for maintaining a minimum spanning
    forest in time \U0001D45C(\U0001D45B√) per operation. To be precise, the algorithm
    uses O(n1/3 log n) amortized time per update operation. The algorithm is fairly
    simple and deterministic. An immediate consequence is the first fully dynamic
    deterministic algorithm for maintaining connectivity and bipartiteness in amortized
    time O(n1/3 log n) per update, with O(1) worst case time per query."
article_processing_charge: No
article_type: original
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Valerie
  full_name: King, Valerie
  last_name: King
citation:
  ama: Henzinger M, King V. Maintaining minimum spanning forests in dynamic graphs.
    <i>SIAM Journal on Computing</i>. 2001;31(2):364-374. doi:<a href="https://doi.org/10.1137/s0097539797327209">10.1137/s0097539797327209</a>
  apa: Henzinger, M., &#38; King, V. (2001). Maintaining minimum spanning forests
    in dynamic graphs. <i>SIAM Journal on Computing</i>. Society for Industrial &#38;
    Applied Mathematics. <a href="https://doi.org/10.1137/s0097539797327209">https://doi.org/10.1137/s0097539797327209</a>
  chicago: Henzinger, Monika, and Valerie King. “Maintaining Minimum Spanning Forests
    in Dynamic Graphs.” <i>SIAM Journal on Computing</i>. Society for Industrial &#38;
    Applied Mathematics, 2001. <a href="https://doi.org/10.1137/s0097539797327209">https://doi.org/10.1137/s0097539797327209</a>.
  ieee: M. Henzinger and V. King, “Maintaining minimum spanning forests in dynamic
    graphs,” <i>SIAM Journal on Computing</i>, vol. 31, no. 2. Society for Industrial
    &#38; Applied Mathematics, pp. 364–374, 2001.
  ista: Henzinger M, King V. 2001. Maintaining minimum spanning forests in dynamic
    graphs. SIAM Journal on Computing. 31(2), 364–374.
  mla: Henzinger, Monika, and Valerie King. “Maintaining Minimum Spanning Forests
    in Dynamic Graphs.” <i>SIAM Journal on Computing</i>, vol. 31, no. 2, Society
    for Industrial &#38; Applied Mathematics, 2001, pp. 364–74, doi:<a href="https://doi.org/10.1137/s0097539797327209">10.1137/s0097539797327209</a>.
  short: M. Henzinger, V. King, SIAM Journal on Computing 31 (2001) 364–374.
date_created: 2022-08-17T08:43:43Z
date_published: 2001-03-01T00:00:00Z
date_updated: 2024-11-06T12:23:16Z
day: '01'
doi: 10.1137/s0097539797327209
extern: '1'
intvolume: '        31'
issue: '2'
language:
- iso: eng
month: '03'
oa_version: None
page: 364-374
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Maintaining minimum spanning forests in dynamic graphs
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 31
year: '2001'
...
---
_id: '11694'
abstract:
- lang: eng
  text: We consider exploration problems where a robot has to construct a complete
    map of an unknown environment. We assume that the environment is modeled by a
    directed, strongly connected graph. The robot's task is to visit all nodes and
    edges of the graph using the minimum number R of edge traversals. Deng and Papadimitriou
    [Proceedings of the 31st Symposium on the Foundations of Computer Science, 1990,
    pp. 356-361] showed an upper bound for R ofd O(d)m and Koutsoupias (reported by
    Deng and Papadimitriou) gave a lower bound of Ω≠(d2m), where m is the number of
    edges in the graph and d is the minimum number of edges that have to be added
    to make the graph Eulerian.  We give the 1rst subexponential algorithm for this
    exploration problem, which achieves an upper bound of dO(logd)m.  We also show
    a matching lower bound of d≠(logd)m for our algorithm. Additionally, we give lower
    bounds of 2≠(d)m, respectively, d≠(logd)m for various other natural exploration
    algorithms.
acknowledgement: We thank Prabhakar Raghavan for bringing to our attention the literature
  on the s-t connectivity  problem. We also thank  an anonymous referee for many helpful
  comments which improved the presentation of the paper.
article_processing_charge: No
article_type: original
author:
- first_name: Susanne
  full_name: Albers, Susanne
  last_name: Albers
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
citation:
  ama: Albers S, Henzinger M. Exploring unknown environments. <i>SIAM Journal on Computing</i>.
    2000;29(4):1164-1188. doi:<a href="https://doi.org/10.1137/s009753979732428x">10.1137/s009753979732428x</a>
  apa: 'Albers, S., &#38; Henzinger, M. (2000). Exploring unknown environments. <i>SIAM
    Journal on Computing</i>. El Paso, TX, United States: Society for Industrial and
    Applied Mathematics. <a href="https://doi.org/10.1137/s009753979732428x">https://doi.org/10.1137/s009753979732428x</a>'
  chicago: Albers, Susanne, and Monika Henzinger. “Exploring Unknown Environments.”
    <i>SIAM Journal on Computing</i>. Society for Industrial and Applied Mathematics,
    2000. <a href="https://doi.org/10.1137/s009753979732428x">https://doi.org/10.1137/s009753979732428x</a>.
  ieee: S. Albers and M. Henzinger, “Exploring unknown environments,” <i>SIAM Journal
    on Computing</i>, vol. 29, no. 4. Society for Industrial and Applied Mathematics,
    pp. 1164–1188, 2000.
  ista: Albers S, Henzinger M. 2000. Exploring unknown environments. SIAM Journal
    on Computing. 29(4), 1164–1188.
  mla: Albers, Susanne, and Monika Henzinger. “Exploring Unknown Environments.” <i>SIAM
    Journal on Computing</i>, vol. 29, no. 4, Society for Industrial and Applied Mathematics,
    2000, pp. 1164–88, doi:<a href="https://doi.org/10.1137/s009753979732428x">10.1137/s009753979732428x</a>.
  short: S. Albers, M. Henzinger, SIAM Journal on Computing 29 (2000) 1164–1188.
conference:
  end_date: 1997-05-06
  location: El Paso, TX, United States
  name: 'STOC97: 29th Annual Symposium on Theory of Computing'
  start_date: 1997-05-04
date_created: 2022-07-29T09:04:36Z
date_published: 2000-07-01T00:00:00Z
date_updated: 2024-11-06T12:09:07Z
day: '01'
doi: 10.1137/s009753979732428x
extern: '1'
intvolume: '        29'
issue: '4'
keyword:
- directed graph
- exploration algorithm
language:
- iso: eng
month: '07'
oa_version: None
page: 1164-1188
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial and Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Exploring unknown environments
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 29
year: '2000'
...
---
_id: '11893'
abstract:
- lang: eng
  text: "We present fully dynamic algorithms for maintaining the biconnected components
    in general and plane graphs.\r\n\r\nA fully dynamic algorithm maintains a graph
    during a sequence of insertions and deletions of edges or isolated vertices. Let
    m be the number of edges and n be the number of vertices in a graph. The time
    per operation of the best deterministic algorithms is \U0001D442(\U0001D45B√)
    in general graphs and O(log n) in plane graphs for fully dynamic connectivity
    and O(min m2/3 ,n}) in general graphs and \U0001D442(\U0001D45B√) in plane graphs
    for fully dynamic biconnectivity. We improve the later running times to \U0001D442(\U0001D45Alog\U0001D45B‾‾‾‾‾‾‾√)
    in general graphs and O(log 2n ) in plane graphs. Our algorithm for general graphscan
    also find the biconnected components of all vertices in time O(n)."
article_processing_charge: No
article_type: original
author:
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
citation:
  ama: Henzinger M. Improved data structures for fully dynamic biconnectivity. <i>SIAM
    Journal on Computing</i>. 2000;29(6):1761-1815. doi:<a href="https://doi.org/10.1137/s0097539794263907">10.1137/s0097539794263907</a>
  apa: Henzinger, M. (2000). Improved data structures for fully dynamic biconnectivity.
    <i>SIAM Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics.
    <a href="https://doi.org/10.1137/s0097539794263907">https://doi.org/10.1137/s0097539794263907</a>
  chicago: Henzinger, Monika. “Improved Data Structures for Fully Dynamic Biconnectivity.”
    <i>SIAM Journal on Computing</i>. Society for Industrial &#38; Applied Mathematics,
    2000. <a href="https://doi.org/10.1137/s0097539794263907">https://doi.org/10.1137/s0097539794263907</a>.
  ieee: M. Henzinger, “Improved data structures for fully dynamic biconnectivity,”
    <i>SIAM Journal on Computing</i>, vol. 29, no. 6. Society for Industrial &#38;
    Applied Mathematics, pp. 1761–1815, 2000.
  ista: Henzinger M. 2000. Improved data structures for fully dynamic biconnectivity.
    SIAM Journal on Computing. 29(6), 1761–1815.
  mla: Henzinger, Monika. “Improved Data Structures for Fully Dynamic Biconnectivity.”
    <i>SIAM Journal on Computing</i>, vol. 29, no. 6, Society for Industrial &#38;
    Applied Mathematics, 2000, pp. 1761–815, doi:<a href="https://doi.org/10.1137/s0097539794263907">10.1137/s0097539794263907</a>.
  short: M. Henzinger, SIAM Journal on Computing 29 (2000) 1761–1815.
date_created: 2022-08-17T08:45:41Z
date_published: 2000-11-01T00:00:00Z
date_updated: 2024-11-06T12:00:56Z
day: '01'
doi: 10.1137/s0097539794263907
extern: '1'
intvolume: '        29'
issue: '6'
language:
- iso: eng
month: '11'
oa_version: None
page: 1761-1815
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: Society for Industrial & Applied Mathematics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Improved data structures for fully dynamic biconnectivity
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 29
year: '2000'
...
---
_id: '4043'
abstract:
- lang: eng
  text: It is shown that a triangulation of a set of n points in the plane that minimizes
    the maximum angle can be computed in time O(n2 log n) and space O(n). The algorithm
    is fairly easy to implement and is based on the edge-insertion scheme that iteratively
    improves an arbitrary initial triangulation. It can be extended to the case where
    edges are prescribed, and, within the same time- and space-bounds, it can lexicographically
    minimize the sorted angle vector if the point set is in general position. Experimental
    results on the efficiency of the algorithm and the quality of the triangulations
    obtained are included.
article_processing_charge: No
article_type: original
author:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Tiow
  full_name: Tan, Tiow
  last_name: Tan
- first_name: Roman
  full_name: Waupotitsch, Roman
  last_name: Waupotitsch
citation:
  ama: Edelsbrunner H, Tan T, Waupotitsch R. An O(n^2 log n) time algorithm for the
    MinMax angle triangulation. <i>SIAM Journal on Scientific Computing</i>. 1992;13(4):994-1008.
    doi:<a href="https://doi.org/10.1137/0913058">10.1137/0913058</a>
  apa: Edelsbrunner, H., Tan, T., &#38; Waupotitsch, R. (1992). An O(n^2 log n) time
    algorithm for the MinMax angle triangulation. <i>SIAM Journal on Scientific Computing</i>.
    Society for Industrial and Applied Mathematics . <a href="https://doi.org/10.1137/0913058">https://doi.org/10.1137/0913058</a>
  chicago: Edelsbrunner, Herbert, Tiow Tan, and Roman Waupotitsch. “An O(N^2 Log n)
    Time Algorithm for the MinMax Angle Triangulation.” <i>SIAM Journal on Scientific
    Computing</i>. Society for Industrial and Applied Mathematics , 1992. <a href="https://doi.org/10.1137/0913058">https://doi.org/10.1137/0913058</a>.
  ieee: H. Edelsbrunner, T. Tan, and R. Waupotitsch, “An O(n^2 log n) time algorithm
    for the MinMax angle triangulation,” <i>SIAM Journal on Scientific Computing</i>,
    vol. 13, no. 4. Society for Industrial and Applied Mathematics , pp. 994–1008,
    1992.
  ista: Edelsbrunner H, Tan T, Waupotitsch R. 1992. An O(n^2 log n) time algorithm
    for the MinMax angle triangulation. SIAM Journal on Scientific Computing. 13(4),
    994–1008.
  mla: Edelsbrunner, Herbert, et al. “An O(N^2 Log n) Time Algorithm for the MinMax
    Angle Triangulation.” <i>SIAM Journal on Scientific Computing</i>, vol. 13, no.
    4, Society for Industrial and Applied Mathematics , 1992, pp. 994–1008, doi:<a
    href="https://doi.org/10.1137/0913058">10.1137/0913058</a>.
  short: H. Edelsbrunner, T. Tan, R. Waupotitsch, SIAM Journal on Scientific Computing
    13 (1992) 994–1008.
date_created: 2018-12-11T12:06:36Z
date_published: 1992-07-01T00:00:00Z
date_updated: 2022-03-16T09:35:05Z
day: '01'
doi: 10.1137/0913058
extern: '1'
intvolume: '        13'
issue: '4'
language:
- iso: eng
main_file_link:
- url: https://epubs.siam.org/doi/10.1137/0913058
month: '07'
oa_version: None
page: 994 - 1008
publication: SIAM Journal on Scientific Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: 'Society for Industrial and Applied Mathematics '
publist_id: '2081'
quality_controlled: '1'
status: public
title: An O(n^2 log n) time algorithm for the MinMax angle triangulation
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 13
year: '1992'
...
---
_id: '4051'
abstract:
- lang: eng
  text: An algorithm is presented that constructs the convex hull of a set of n points
    in three dimensions in worst-case time O(n log2h) and storage O(n), where h is
    the number of extreme points. This is an improvement of the O(nh) time gift-wrapping
    algorithm and, for certain values of h, of the O(n log n) time divide-and-conquer
    algorithm.
article_processing_charge: No
article_type: original
author:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Weiping
  full_name: Shi, Weiping
  last_name: Shi
citation:
  ama: Edelsbrunner H, Shi W. An O(n log^2 h) time algorithm for the three-dimensional
    convex hull problem. <i>SIAM Journal on Computing</i>. 1991;20(2):259-269. doi:<a
    href="https://doi.org/10.1137/0220016 ">10.1137/0220016 </a>
  apa: Edelsbrunner, H., &#38; Shi, W. (1991). An O(n log^2 h) time algorithm for
    the three-dimensional convex hull problem. <i>SIAM Journal on Computing</i>. SIAM.
    <a href="https://doi.org/10.1137/0220016 ">https://doi.org/10.1137/0220016 </a>
  chicago: Edelsbrunner, Herbert, and Weiping Shi. “An O(n Log^2 h) Time Algorithm
    for the Three-Dimensional Convex Hull Problem.” <i>SIAM Journal on Computing</i>.
    SIAM, 1991. <a href="https://doi.org/10.1137/0220016 ">https://doi.org/10.1137/0220016
    </a>.
  ieee: H. Edelsbrunner and W. Shi, “An O(n log^2 h) time algorithm for the three-dimensional
    convex hull problem,” <i>SIAM Journal on Computing</i>, vol. 20, no. 2. SIAM,
    pp. 259–269, 1991.
  ista: Edelsbrunner H, Shi W. 1991. An O(n log^2 h) time algorithm for the three-dimensional
    convex hull problem. SIAM Journal on Computing. 20(2), 259–269.
  mla: Edelsbrunner, Herbert, and Weiping Shi. “An O(n Log^2 h) Time Algorithm for
    the Three-Dimensional Convex Hull Problem.” <i>SIAM Journal on Computing</i>,
    vol. 20, no. 2, SIAM, 1991, pp. 259–69, doi:<a href="https://doi.org/10.1137/0220016
    ">10.1137/0220016 </a>.
  short: H. Edelsbrunner, W. Shi, SIAM Journal on Computing 20 (1991) 259–269.
date_created: 2018-12-11T12:06:39Z
date_published: 1991-04-01T00:00:00Z
date_updated: 2022-03-02T10:18:31Z
day: '01'
doi: '10.1137/0220016 '
extern: '1'
intvolume: '        20'
issue: '2'
language:
- iso: eng
main_file_link:
- url: https://epubs.siam.org/doi/10.1137/0220016
month: '04'
oa_version: None
page: 259 - 269
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: SIAM
publist_id: '2072'
quality_controlled: '1'
status: public
title: An O(n log^2 h) time algorithm for the three-dimensional convex hull problem
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 20
year: '1991'
...
---
_id: '4083'
abstract:
- lang: eng
  text: 'It is shown that, given a set S of n points in $R^3 $, one can always find
    three planes that form an eight-partition of S, that is, a partition where at
    most ${n / 8}$ points of S lie in each of the eight open regions. This theorem
    is used to define a data structure, called an octant tree, for representing any
    point set in $R^3 $. An octant tree for n points occupies $O(n)$ space and can
    be constructed in polynomial time. With this data structure and its refinements,
    efficient solutions to various range query problems in two and three dimensions
    can be obtained, including (1) half-space queries: find all points of S that lie
    to one side of any given plane; (2) polyhedron queries: find all points that lie
    inside (outside) any given polyhedron; and (3) circle queries in $R^2 $: for a
    planar set S, find all points that lie inside (outside) any given circle. The
    retrieval time for all these queries is $T(n) = O(n^\alpha + m)$, where $\alpha
    = 0.8988$ (or 0.8471 in case (3)), and m is the size of the output. This performance
    is the best currently known for linear-space data structures that can be deterministically
    constructed in polynomial time.'
article_processing_charge: No
article_type: original
author:
- first_name: F.
  full_name: Yao, F.
  last_name: Yao
- first_name: David
  full_name: Dobkin, David
  last_name: Dobkin
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Michael
  full_name: Paterson, Michael
  last_name: Paterson
citation:
  ama: Yao F, Dobkin D, Edelsbrunner H, Paterson M. Partitioning space for range queries.
    <i>SIAM Journal on Computing</i>. 1989;18(2):371-384. doi:<a href="https://doi.org/10.1137/0218025">10.1137/0218025</a>
  apa: Yao, F., Dobkin, D., Edelsbrunner, H., &#38; Paterson, M. (1989). Partitioning
    space for range queries. <i>SIAM Journal on Computing</i>. SIAM. <a href="https://doi.org/10.1137/0218025">https://doi.org/10.1137/0218025</a>
  chicago: Yao, F., David Dobkin, Herbert Edelsbrunner, and Michael Paterson. “Partitioning
    Space for Range Queries.” <i>SIAM Journal on Computing</i>. SIAM, 1989. <a href="https://doi.org/10.1137/0218025">https://doi.org/10.1137/0218025</a>.
  ieee: F. Yao, D. Dobkin, H. Edelsbrunner, and M. Paterson, “Partitioning space for
    range queries,” <i>SIAM Journal on Computing</i>, vol. 18, no. 2. SIAM, pp. 371–384,
    1989.
  ista: Yao F, Dobkin D, Edelsbrunner H, Paterson M. 1989. Partitioning space for
    range queries. SIAM Journal on Computing. 18(2), 371–384.
  mla: Yao, F., et al. “Partitioning Space for Range Queries.” <i>SIAM Journal on
    Computing</i>, vol. 18, no. 2, SIAM, 1989, pp. 371–84, doi:<a href="https://doi.org/10.1137/0218025">10.1137/0218025</a>.
  short: F. Yao, D. Dobkin, H. Edelsbrunner, M. Paterson, SIAM Journal on Computing
    18 (1989) 371–384.
date_created: 2018-12-11T12:06:50Z
date_published: 1989-04-01T00:00:00Z
date_updated: 2022-02-11T07:55:48Z
day: '01'
doi: 10.1137/0218025
extern: '1'
intvolume: '        18'
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://epubs.siam.org/doi/10.1137/0218025
month: '04'
oa: 1
oa_version: Published Version
page: 371 - 384
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: SIAM
publist_id: '2040'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Partitioning space for range queries
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 18
year: '1989'
...
---
_id: '4091'
abstract:
- lang: eng
  text: An X-ray probe through a polygon measures the length of intersection between
    a line and the polygon. This paper considers the properties of various classes
    of X-ray probes, and shows how they interact to give finite strategies for completely
    describing convex n-gons. It is shown that (3n/2)+6 probes are sufficient to verify
    a specified n-gon, while for determining convex polygons (3n-1)/2 X-ray probes
    are necesssary and 5n+O(1) sufficient, with 3n+O(1) sufficient given that a lower
    bound on the size of the smallest edge of P is known.
acknowledgement: The research of this author was supported by the Amoco Foundation
  Facility for the Development of Computer Science 1-6-44862.
article_processing_charge: No
article_type: original
author:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Steven
  full_name: Skiena, Steven
  last_name: Skiena
citation:
  ama: Edelsbrunner H, Skiena S. Probing convex polygons with X-Rays. <i>SIAM Journal
    on Computing</i>. 1988;17(5):870-882. doi:<a href="https://doi.org/10.1137/0217054
    ">10.1137/0217054 </a>
  apa: Edelsbrunner, H., &#38; Skiena, S. (1988). Probing convex polygons with X-Rays.
    <i>SIAM Journal on Computing</i>. SIAM. <a href="https://doi.org/10.1137/0217054
    ">https://doi.org/10.1137/0217054 </a>
  chicago: Edelsbrunner, Herbert, and Steven Skiena. “Probing Convex Polygons with
    X-Rays.” <i>SIAM Journal on Computing</i>. SIAM, 1988. <a href="https://doi.org/10.1137/0217054
    ">https://doi.org/10.1137/0217054 </a>.
  ieee: H. Edelsbrunner and S. Skiena, “Probing convex polygons with X-Rays,” <i>SIAM
    Journal on Computing</i>, vol. 17, no. 5. SIAM, pp. 870–882, 1988.
  ista: Edelsbrunner H, Skiena S. 1988. Probing convex polygons with X-Rays. SIAM
    Journal on Computing. 17(5), 870–882.
  mla: Edelsbrunner, Herbert, and Steven Skiena. “Probing Convex Polygons with X-Rays.”
    <i>SIAM Journal on Computing</i>, vol. 17, no. 5, SIAM, 1988, pp. 870–82, doi:<a
    href="https://doi.org/10.1137/0217054 ">10.1137/0217054 </a>.
  short: H. Edelsbrunner, S. Skiena, SIAM Journal on Computing 17 (1988) 870–882.
date_created: 2018-12-11T12:06:53Z
date_published: 1988-01-01T00:00:00Z
date_updated: 2022-02-08T11:14:23Z
day: '01'
doi: '10.1137/0217054 '
extern: '1'
intvolume: '        17'
issue: '5'
language:
- iso: eng
main_file_link:
- url: https://epubs.siam.org/doi/10.1137/0217054
month: '01'
oa_version: None
page: 870 - 882
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: SIAM
publist_id: '2030'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Probing convex polygons with X-Rays
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 17
year: '1988'
...
---
_id: '4104'
abstract:
- lang: eng
  text: "Point location, often known in graphics as “hit detection,” is one of the
    fundamental problems of computational geometry. In a point location query we want
    to identify which of a given collection of geometric objects contains a particular
    point. Let $\\mathcal{S}$ denote a subdivision of the Euclidean plane into monotone
    regions by a straight-line graph of $m$ edges. In this paper we exhibit a substantial
    refinement of the technique of Lee and Preparata [SIAM J. Comput., 6 (1977), pp.
    594–606] for locating a point in $\\mathcal{S}$ based on separating chains. The
    new data structure, called a layered dag, can be built in $O(m)$ time, uses $O(m)$
    storage, and makes possible point location in $O(\\log m)$ time. Unlike previous
    structures that attain these optimal bounds, the layered dag can be implemented
    in a simple and practical way, and is extensible to subdivisions with edges more
    general than straight-line segments.\r\n© 1986 Society for Industrial and Applied
    Mathematics"
acknowledgement: We would like to thank Andrei Broder, Dan Greene, Mary Claire van
  Leunen, Greg Nelson, Lyle Ramshaw, and F. Frances Yao, whose comments and suggestions
  have greatly improved the readability of this paper.
article_processing_charge: No
article_type: original
author:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Leonidas
  full_name: Guibas, Leonidas
  last_name: Guibas
- first_name: Jorge
  full_name: Stolfi, Jorge
  last_name: Stolfi
citation:
  ama: Edelsbrunner H, Guibas L, Stolfi J. Optimal point location in a monotone subdivision.
    <i>SIAM Journal on Computing</i>. 1986;15(2):317-340. doi:<a href="https://doi.org/10.1137/0215023">10.1137/0215023</a>
  apa: Edelsbrunner, H., Guibas, L., &#38; Stolfi, J. (1986). Optimal point location
    in a monotone subdivision. <i>SIAM Journal on Computing</i>. SIAM. <a href="https://doi.org/10.1137/0215023">https://doi.org/10.1137/0215023</a>
  chicago: Edelsbrunner, Herbert, Leonidas Guibas, and Jorge Stolfi. “Optimal Point
    Location in a Monotone Subdivision.” <i>SIAM Journal on Computing</i>. SIAM, 1986.
    <a href="https://doi.org/10.1137/0215023">https://doi.org/10.1137/0215023</a>.
  ieee: H. Edelsbrunner, L. Guibas, and J. Stolfi, “Optimal point location in a monotone
    subdivision,” <i>SIAM Journal on Computing</i>, vol. 15, no. 2. SIAM, pp. 317–340,
    1986.
  ista: Edelsbrunner H, Guibas L, Stolfi J. 1986. Optimal point location in a monotone
    subdivision. SIAM Journal on Computing. 15(2), 317–340.
  mla: Edelsbrunner, Herbert, et al. “Optimal Point Location in a Monotone Subdivision.”
    <i>SIAM Journal on Computing</i>, vol. 15, no. 2, SIAM, 1986, pp. 317–40, doi:<a
    href="https://doi.org/10.1137/0215023">10.1137/0215023</a>.
  short: H. Edelsbrunner, L. Guibas, J. Stolfi, SIAM Journal on Computing 15 (1986)
    317–340.
date_created: 2018-12-11T12:06:58Z
date_published: 1986-01-01T00:00:00Z
date_updated: 2022-02-01T10:05:55Z
day: '01'
doi: 10.1137/0215023
extern: '1'
intvolume: '        15'
issue: '2'
language:
- iso: eng
month: '01'
oa_version: None
page: 317 - 340
publication: SIAM Journal on Computing
publication_identifier:
  eissn:
  - 1095-7111
  issn:
  - 0097-5397
publication_status: published
publisher: SIAM
publist_id: '2016'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Optimal point location in a monotone subdivision
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 15
year: '1986'
...
