@article{2020,
  abstract     = {The mammalian heart has long been considered a postmitotic organ, implying that the total number of cardiomyocytes is set at birth. Analysis of cell division in the mammalian heart is complicated by cardiomyocyte binucleation shortly after birth, which makes it challenging to interpret traditional assays of cell turnover [Laflamme MA, Murray CE (2011) Nature 473(7347):326–335; Bergmann O, et al. (2009) Science 324(5923):98–102]. An elegant multi-isotope imaging-mass spectrometry technique recently calculated the low, discrete rate of cardiomyocyte generation in mice [Senyo SE, et al. (2013) Nature 493(7432):433–436], yet our cellular-level understanding of postnatal cardiomyogenesis remains limited. Herein, we provide a new line of evidence for the differentiated α-myosin heavy chain-expressing cardiomyocyte as the cell of origin of postnatal cardiomyogenesis using the “mosaic analysis with double markers” mouse model. We show limited, life-long, symmetric division of cardiomyocytes as a rare event that is evident in utero but significantly diminishes after the first month of life in mice; daughter cardiomyocytes divide very seldom, which this study is the first to demonstrate, to our knowledge. Furthermore, ligation of the left anterior descending coronary artery, which causes a myocardial infarction in the mosaic analysis with double-marker mice, did not increase the rate of cardiomyocyte division above the basal level for up to 4 wk after the injury. The clonal analysis described here provides direct evidence of postnatal mammalian cardiomyogenesis.},
  author       = {Ali, Shah and Hippenmeyer, Simon and Saadat, Lily and Luo, Liqun and Weissman, Irving and Ardehali, Reza},
  journal      = {PNAS},
  number       = {24},
  pages        = {8850 -- 8855},
  publisher    = {National Academy of Sciences},
  title        = {{Existing cardiomyocytes generate cardiomyocytes at a low rate after birth in mice}},
  doi          = {10.1073/pnas.1408233111},
  volume       = {111},
  year         = {2014},
}

@article{2021,
  abstract     = {Neurotrophins regulate diverse aspects of neuronal development and plasticity, but their precise in vivo functions during neural circuit assembly in the central brain remain unclear. We show that the neurotrophin receptor tropomyosin-related kinase C (TrkC) is required for dendritic growth and branching of mouse cerebellar Purkinje cells. Sparse TrkC knockout reduced dendrite complexity, but global Purkinje cell knockout had no effect. Removal of the TrkC ligand neurotrophin-3 (NT-3) from cerebellar granule cells, which provide major afferent input to developing Purkinje cell dendrites, rescued the dendrite defects caused by sparse TrkC disruption in Purkinje cells. Our data demonstrate that NT-3 from presynaptic neurons (granule cells) is required for TrkC-dependent competitive dendrite morphogenesis in postsynaptic neurons (Purkinje cells)—a previously unknown mechanism of neural circuit development.},
  author       = {William, Joo and Hippenmeyer, Simon and Luo, Liqun},
  journal      = {Science},
  number       = {6209},
  pages        = {626 -- 629},
  publisher    = {American Association for the Advancement of Science},
  title        = {{Dendrite morphogenesis depends on relative levels of NT-3/TrkC signaling}},
  doi          = {10.1126/science.1258996},
  volume       = {346},
  year         = {2014},
}

@article{2022,
  abstract     = {Radial glial progenitors (RGPs) are responsible for producing nearly all neocortical neurons. To gain insight into the patterns of RGP division and neuron production, we quantitatively analyzed excitatory neuron genesis in the mouse neocortex using Mosaic Analysis with Double Markers, which provides single-cell resolution of progenitor division patterns and potential in vivo. We found that RGPs progress through a coherent program in which their proliferative potential diminishes in a predictable manner. Upon entry into the neurogenic phase, individual RGPs produce ∼8–9 neurons distributed in both deep and superficial layers, indicating a unitary output in neuronal production. Removal of OTX1, a transcription factor transiently expressed in RGPs, results in both deep- and superficial-layer neuron loss and a reduction in neuronal unit size. Moreover, ∼1/6 of neurogenic RGPs proceed to produce glia. These results suggest that progenitor behavior and histogenesis in the mammalian neocortex conform to a remarkably orderly and deterministic program.},
  author       = {Gao, Peng and Postiglione, Maria P and Krieger, Teresa and Hernandez, Luisirene and Wang, Chao and Han, Zhi and Streicher, Carmen and Papusheva, Ekaterina and Insolera, Ryan and Chugh, Kritika and Kodish, Oren and Huang, Kun and Simons, Benjamin and Luo, Liqun and Hippenmeyer, Simon and Shi, Song},
  journal      = {Cell},
  number       = {4},
  pages        = {775 -- 788},
  publisher    = {Cell Press},
  title        = {{Deterministic progenitor behavior and unitary production of neurons in the neocortex}},
  doi          = {10.1016/j.cell.2014.10.027},
  volume       = {159},
  year         = {2014},
}

@article{2024,
  abstract     = {The yeast Rab5 homologue, Vps21p, is known to be involved both in the vacuolar protein sorting (VPS) pathway from the trans-Golgi network to the vacuole, and in the endocytic pathway from the plasma membrane to the vacuole. However, the intracellular location at which these two pathways converge remains unclear. In addition, the endocytic pathway is not completely blocked in yeast cells lacking all Rab5 genes, suggesting the existence of an unidentified route that bypasses the Rab5-dependent endocytic pathway. Here we show that convergence of the endocytic and VPS pathways occurs upstream of the requirement for Vps21p in these pathways. We also identify a previously unidentified endocytic pathway mediated by the AP-3 complex. Importantly, the AP-3-mediated pathway appears mostly intact in Rab5-disrupted cells, and thus works as an alternative route to the vacuole/lysosome. We propose that the endocytic traffic branches into two routes to reach the vacuole: a Rab5-dependent VPS pathway and a Rab5-independent AP-3-mediated pathway.},
  author       = {Toshima, Junko and Nishinoaki, Show and Sato, Yoshifumi and Yamamoto, Wataru and Furukawa, Daiki and Siekhaus, Daria E and Sawaguchi, Akira and Toshima, Jiro},
  journal      = {Nature Communications},
  publisher    = {Nature Publishing Group},
  title        = {{Bifurcation of the endocytic pathway into Rab5-dependent and -independent transport to the vacuole}},
  doi          = {10.1038/ncomms4498},
  volume       = {5},
  year         = {2014},
}

@inproceedings{2026,
  abstract     = {We present a tool for translating LTL formulae into deterministic ω-automata. It is the first tool that covers the whole LTL that does not use Safra’s determinization or any of its variants. This leads to smaller automata. There are several outputs of the tool: firstly, deterministic Rabin automata, which are the standard input for probabilistic model checking, e.g. for the probabilistic model-checker PRISM; secondly, deterministic generalized Rabin automata, which can also be used for probabilistic model checking and are sometimes by orders of magnitude smaller. We also link our tool to PRISM and show that this leads to a significant speed-up of probabilistic LTL model checking, especially with the generalized Rabin automata.},
  author       = {Komárková, Zuzana and Kretinsky, Jan},
  booktitle    = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
  editor       = {Cassez, Franck and Raskin, Jean-François},
  location     = {Sydney, Australia},
  pages        = {235 -- 241},
  publisher    = {Springer},
  title        = {{Rabinizer 3: Safraless translation of ltl to small deterministic automata}},
  doi          = {10.1007/978-3-319-11936-6_17},
  volume       = {8837},
  year         = {2014},
}

@article{2029,
  abstract     = {Spin-wave theory is a key ingredient in our comprehension of quantum spin systems, and is used successfully for understanding a wide range of magnetic phenomena, including magnon condensation and stability of patterns in dipolar systems. Nevertheless, several decades of research failed to establish the validity of spin-wave theory rigorously, even for the simplest models of quantum spins. A rigorous justification of the method for the three-dimensional quantum Heisenberg ferromagnet at low temperatures is presented here. We derive sharp bounds on its free energy by combining a bosonic formulation of the model introduced by Holstein and Primakoff with probabilistic estimates and operator inequalities.},
  author       = {Correggi, Michele and Giuliani, Alessandro and Seiringer, Robert},
  journal      = {EPL},
  number       = {2},
  publisher    = {IOP Publishing},
  title        = {{Validity of spin-wave theory for the quantum Heisenberg model}},
  doi          = {10.1209/0295-5075/108/20003},
  volume       = {108},
  year         = {2014},
}

@article{2031,
  abstract     = {A puzzling property of synaptic transmission, originally established at the neuromuscular junction, is that the time course of transmitter release is independent of the extracellular Ca2+ concentration ([Ca2+]o), whereas the rate of release is highly [Ca2+]o-dependent. Here, we examine the time course of release at inhibitory basket cell-Purkinje cell synapses and show that it is independent of [Ca2+]o. Modeling of Ca2+-dependent transmitter release suggests that the invariant time course of release critically depends on tight coupling between Ca2+ channels and release sensors. Experiments with exogenous Ca2+ chelators reveal that channel-sensor coupling at basket cell-Purkinje cell synapses is very tight, with a mean distance of 10–20 nm. Thus, tight channel-sensor coupling provides a mechanistic explanation for the apparent [Ca2+]o independence of the time course of release.},
  author       = {Arai, Itaru and Jonas, Peter M},
  journal      = {eLife},
  publisher    = {eLife Sciences Publications},
  title        = {{Nanodomain coupling explains Ca^2+ independence of transmitter release time course at a fast central synapse}},
  doi          = {10.7554/eLife.04057},
  volume       = {3},
  year         = {2014},
}

@article{2032,
  abstract     = {As light-based control of fundamental signaling pathways is becoming a reality, the field of optogenetics is rapidly moving beyond neuroscience. We have recently developed receptor tyrosine kinases that are activated by light and control cell proliferation, epithelial–mesenchymal transition, and angiogenic sprouting—cell behaviors central to cancer progression.},
  author       = {Inglés Prieto, Álvaro and Gschaider-Reichhart, Eva and Schelch, Karin and Janovjak, Harald L and Grusch, Michael},
  issn         = {2372-3556},
  journal      = {Molecular and Cellular Oncology},
  number       = {4},
  publisher    = {Taylor & Francis},
  title        = {{The optogenetic promise for oncology: Episode I}},
  doi          = {10.4161/23723548.2014.964045},
  volume       = {1},
  year         = {2014},
}

@inproceedings{2033,
  abstract     = {The learning with privileged information setting has recently attracted a lot of attention within the machine learning community, as it allows the integration of additional knowledge into the training process of a classifier, even when this comes in the form of a data modality that is not available at test time. Here, we show that privileged information can naturally be treated as noise in the latent function of a Gaussian process classifier (GPC). That is, in contrast to the standard GPC setting, the latent function is not just a nuisance but a feature: it becomes a natural measure of confidence about the training data by modulating the slope of the GPC probit likelihood function. Extensive experiments on public datasets show that the proposed GPC method using privileged noise, called GPC+, improves over a standard GPC without privileged knowledge, and also over the current state-of-the-art SVM-based method, SVM+. Moreover, we show that advanced neural networks and deep learning methods can be compressed as privileged information.},
  author       = {Hernandez Lobato, Daniel and Sharmanska, Viktoriia and Kersting, Kristian and Lampert, Christoph and Quadrianto, Novi},
  booktitle    = {Advances in Neural Information Processing Systems},
  location     = {Montreal, Canada},
  number       = {January},
  pages        = {837--845},
  publisher    = {Neural Information Processing Systems Foundation},
  title        = {{Mind the nuisance: Gaussian process classification using privileged noise}},
  volume       = {1},
  year         = {2014},
}

@article{2039,
  abstract     = {A fundamental question in biology is the following: what is the time scale that is needed for evolutionary innovations? There are many results that characterize single steps in terms of the fixation time of new mutants arising in populations of certain size and structure. But here we ask a different question, which is concerned with the much longer time scale of evolutionary trajectories: how long does it take for a population exploring a fitness landscape to find target sequences that encode new biological functions? Our key variable is the length, (Formula presented.) of the genetic sequence that undergoes adaptation. In computer science there is a crucial distinction between problems that require algorithms which take polynomial or exponential time. The latter are considered to be intractable. Here we develop a theoretical approach that allows us to estimate the time of evolution as function of (Formula presented.) We show that adaptation on many fitness landscapes takes time that is exponential in (Formula presented.) even if there are broad selection gradients and many targets uniformly distributed in sequence space. These negative results lead us to search for specific mechanisms that allow evolution to work on polynomial time scales. We study a regeneration process and show that it enables evolution to work in polynomial time.},
  author       = {Chatterjee, Krishnendu and Pavlogiannis, Andreas and Adlam, Ben and Nowak, Martin},
  journal      = {PLoS Computational Biology},
  number       = {9},
  publisher    = {Public Library of Science},
  title        = {{The time scale of evolutionary innovation}},
  doi          = {10.1371/journal.pcbi.1003818},
  volume       = {10},
  year         = {2014},
}

@article{2040,
  abstract     = {Development requires tissue growth as well as cell diversification. To address how these processes are coordinated, we analyzed the development of molecularly distinct domains of neural progenitors in the mouse and chick neural tube. We show that during development, these domains undergo changes in size that do not scale with changes in overall tissue size. Our data show that domain proportions are first established by opposing morphogen gradients and subsequently controlled by domain-specific regulation of differentiation rate but not differences in proliferation rate. Regulation of differentiation rate is key to maintaining domain proportions while accommodating both intra- and interspecies variations in size. Thus, the sequential control of progenitor specification and differentiation elaborates pattern without requiring that signaling gradients grow as tissues expand. },
  author       = {Kicheva, Anna and Bollenbach, Mark Tobias and Ribeiro, Ana and Pérez Valle, Helena and Lovell Badge, Robin and Episkopou, Vasso and Briscoe, James},
  journal      = {Science},
  number       = {6204},
  publisher    = {American Association for the Advancement of Science},
  title        = {{Coordination of progenitor specification and growth in mouse and chick spinal cord}},
  doi          = {10.1126/science.1254927},
  volume       = {345},
  year         = {2014},
}

@article{2041,
  abstract     = {The hippocampus mediates several higher brain functions, such as learning, memory, and spatial coding. The input region of the hippocampus, the dentate gyrus, plays a critical role in these processes. Several lines of evidence suggest that the dentate gyrus acts as a preprocessor of incoming information, preparing it for subsequent processing in CA3. For example, the dentate gyrus converts input from the entorhinal cortex, where cells have multiple spatial fields, into the spatially more specific place cell activity characteristic of the CA3 region. Furthermore, the dentate gyrus is involved in pattern separation, transforming relatively similar input patterns into substantially different output patterns. Finally, the dentate gyrus produces a very sparse coding scheme in which only a very small fraction of neurons are active at any one time.},
  author       = {Jonas, Peter M and Lisman, John},
  journal      = {Frontiers in Neural Circuits},
  publisher    = {Frontiers Research Foundation},
  title        = {{Structure, function and plasticity of hippocampal dentate gyrus microcircuits}},
  doi          = {10.3389/fncir.2014.00107},
  volume       = {8},
  year         = {2014},
}

@article{2042,
  abstract     = {Background: CRISPR is a microbial immune system likely to be involved in host-parasite coevolution. It functions using target sequences encoded by the bacterial genome, which interfere with invading nucleic acids using a homology-dependent system. The system also requires protospacer associated motifs (PAMs), short motifs close to the target sequence that are required for interference in CRISPR types I and II. Here, we investigate whether PAMs are depleted in phage genomes due to selection pressure to escape recognition.Results: To this end, we analyzed two data sets. Phages infecting all bacterial hosts were analyzed first, followed by a detailed analysis of phages infecting the genus Streptococcus, where PAMs are best understood. We use two different measures of motif underrepresentation that control for codon bias and the frequency of submotifs. We compare phages infecting species with a particular CRISPR type to those infecting species without that type. Since only known PAMs were investigated, the analysis is restricted to CRISPR types I-C and I-E and in Streptococcus to types I-C and II. We found evidence for PAM depletion in Streptococcus phages infecting hosts with CRISPR type I-C, in Vibrio phages infecting hosts with CRISPR type I-E and in Streptococcus thermopilus phages infecting hosts with type II-A, known as CRISPR3.Conclusions: The observed motif depletion in phages with hosts having CRISPR can be attributed to selection rather than to mutational bias, as mutational bias should affect the phages of all hosts. This observation implies that the CRISPR system has been efficient in the groups discussed here.},
  author       = {Kupczok, Anne and Bollback, Jonathan P},
  journal      = {BMC Genomics},
  number       = {1},
  publisher    = {BioMed Central},
  title        = {{Motif depletion in bacteriophages infecting hosts with CRISPR systems}},
  doi          = {10.1186/1471-2164-15-663},
  volume       = {15},
  year         = {2014},
}

@inproceedings{2043,
  abstract     = {Persistent homology is a popular and powerful tool for capturing topological features of data. Advances in algorithms for computing persistent homology have reduced the computation time drastically – as long as the algorithm does not exhaust the available memory. Following up on a recently presented parallel method for persistence computation on shared memory systems [1], we demonstrate that a simple adaption of the standard reduction algorithm leads to a variant for distributed systems. Our algorithmic design ensures that the data is distributed over the nodes without redundancy; this permits the computation of much larger instances than on a single machine. Moreover, we observe that the parallelism at least compensates for the overhead caused by communication between nodes, and often even speeds up the computation compared to sequential and even parallel shared memory algorithms. In our experiments, we were able to compute the persistent homology of filtrations with more than a billion (109) elements within seconds on a cluster with 32 nodes using less than 6GB of memory per node.},
  author       = {Bauer, Ulrich and Kerber, Michael and Reininghaus, Jan},
  booktitle    = {Proceedings of the Workshop on Algorithm Engineering and Experiments},
  editor       = { McGeoch, Catherine and Meyer, Ulrich},
  location     = {Portland, USA},
  pages        = {31 -- 38},
  publisher    = {Society for Industrial and Applied Mathematics},
  title        = {{Distributed computation of persistent homology}},
  doi          = {10.1137/1.9781611973198.4},
  year         = {2014},
}

@inbook{2044,
  abstract     = {We present a parallel algorithm for computing the persistent homology of a filtered chain complex. Our approach differs from the commonly used reduction algorithm by first computing persistence pairs within local chunks, then simplifying the unpaired columns, and finally applying standard reduction on the simplified matrix. The approach generalizes a technique by Günther et al., which uses discrete Morse Theory to compute persistence; we derive the same worst-case complexity bound in a more general context. The algorithm employs several practical optimization techniques, which are of independent interest. Our sequential implementation of the algorithm is competitive with state-of-the-art methods, and we further improve the performance through parallel computation.},
  author       = {Bauer, Ulrich and Kerber, Michael and Reininghaus, Jan},
  booktitle    = {Topological Methods in Data Analysis and Visualization III},
  editor       = {Bremer, Peer-Timo and Hotz, Ingrid and Pascucci, Valerio and Peikert, Ronald},
  pages        = {103 -- 117},
  publisher    = {Springer},
  title        = {{Clear and Compress: Computing Persistent Homology in Chunks}},
  doi          = {10.1007/978-3-319-04099-8_7},
  year         = {2014},
}

@inproceedings{2045,
  abstract     = {We introduce and study a new notion of enhanced chosen-ciphertext security (ECCA) for public-key encryption. Loosely speaking, in the ECCA security experiment, the decryption oracle provided to the adversary is augmented to return not only the output of the decryption algorithm on a queried ciphertext but also of a randomness-recovery algorithm associated to the scheme. Our results mainly concern the case where the randomness-recovery algorithm is efficient. We provide constructions of ECCA-secure encryption from adaptive trapdoor functions as defined by Kiltz et al. (EUROCRYPT 2010), resulting in ECCA encryption from standard number-theoretic assumptions. We then give two applications of ECCA-secure encryption: (1) We use it as a unifying concept in showing equivalence of adaptive trapdoor functions and tag-based adaptive trapdoor functions, resolving an open question of Kiltz et al. (2) We show that ECCA-secure encryption can be used to securely realize an approach to public-key encryption with non-interactive opening (PKENO) originally suggested by Damgård and Thorbek (EUROCRYPT 2007), resulting in new and practical PKENO schemes quite different from those in prior work. Our results demonstrate that ECCA security is of both practical and theoretical interest.},
  author       = {Dachman Soled, Dana and Fuchsbauer, Georg and Mohassel, Payman and O’Neill, Adam},
  booktitle    = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
  editor       = {Krawczyk, Hugo},
  location     = {Buenos Aires, Argentina},
  pages        = {329 -- 344},
  publisher    = {Springer},
  title        = {{Enhanced chosen-ciphertext security and applications}},
  doi          = {10.1007/978-3-642-54631-0_19},
  volume       = {8383},
  year         = {2014},
}

@inproceedings{2046,
  abstract     = {We introduce policy-based signatures (PBS), where a signer can only sign messages conforming to some authority-specified policy. The main requirements are unforgeability and privacy, the latter meaning that signatures not reveal the policy. PBS offers value along two fronts: (1) On the practical side, they allow a corporation to control what messages its employees can sign under the corporate key. (2) On the theoretical side, they unify existing work, capturing other forms of signatures as special cases or allowing them to be easily built. Our work focuses on definitions of PBS, proofs that this challenging primitive is realizable for arbitrary policies, efficient constructions for specific policies, and a few representative applications.},
  author       = {Bellare, Mihir and Fuchsbauer, Georg},
  booktitle    = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
  editor       = {Krawczyk, Hugo},
  location     = {Buenos Aires, Argentina},
  pages        = {520 -- 537},
  publisher    = {Springer},
  title        = {{Policy-based signatures}},
  doi          = {10.1007/978-3-642-54631-0_30},
  volume       = {8383},
  year         = {2014},
}

@inproceedings{2047,
  abstract     = {Following the publication of an attack on genome-wide association studies (GWAS) data proposed by Homer et al., considerable attention has been given to developing methods for releasing GWAS data in a privacy-preserving way. Here, we develop an end-to-end differentially private method for solving regression problems with convex penalty functions and selecting the penalty parameters by cross-validation. In particular, we focus on penalized logistic regression with elastic-net regularization, a method widely used to in GWAS analyses to identify disease-causing genes. We show how a differentially private procedure for penalized logistic regression with elastic-net regularization can be applied to the analysis of GWAS data and evaluate our method’s performance.},
  author       = {Yu, Fei and Rybar, Michal and Uhler, Caroline and Fienberg, Stephen},
  booktitle    = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
  editor       = {Domingo Ferrer, Josep},
  location     = {Ibiza, Spain},
  pages        = {170 -- 184},
  publisher    = {Springer},
  title        = {{Differentially-private logistic regression for detecting multiple-SNP association in GWAS databases}},
  doi          = {10.1007/978-3-319-11257-2_14},
  volume       = {8744},
  year         = {2014},
}

@article{2050,
  abstract     = {The flow instability and further transition to turbulence in a toroidal pipe (torus) with curvature ratio (tube-to-coiling diameter) 0.049 is investigated experimentally. The flow inside the toroidal pipe is driven by a steel sphere fitted to the inner pipe diameter. The sphere is moved with constant azimuthal velocity from outside the torus by a moving magnet. The experiment is designed to investigate curved pipe flow by optical measurement techniques. Using stereoscopic particle image velocimetry, laser Doppler velocimetry and pressure drop measurements, the flow is measured for Reynolds numbers ranging from 1000 to 15 000. Time- and space-resolved velocity fields are obtained and analysed. The steady axisymmetric basic flow is strongly influenced by centrifugal effects. On an increase of the Reynolds number we find a sequence of bifurcations. For Re=4075±2% a supercritical bifurcation to an oscillatory flow is found in which waves travel in the streamwise direction with a phase velocity slightly faster than the mean flow. The oscillatory flow is superseded by a presumably quasi-periodic flow at a further increase of the Reynolds number before turbulence sets in. The results are found to be compatible, in general, with earlier experimental and numerical investigations on transition to turbulence in helical and curved pipes. However, important aspects of the bifurcation scenario differ considerably.},
  author       = {Kühnen, Jakob and Holzner, Markus and Hof, Björn and Kuhlmann, Hendrik},
  journal      = {Journal of Fluid Mechanics},
  pages        = {463 -- 491},
  publisher    = {Cambridge University Press},
  title        = {{Experimental investigation of transitional flow in a toroidal pipe}},
  doi          = {10.1017/jfm.2013.603},
  volume       = {738},
  year         = {2014},
}

@inproceedings{2051,
  abstract     = {We show that the usual score function for conditional Markov networks can be written as the expectation over the scores of their spanning trees. We also show that a small random sample of these output trees can attain a significant fraction of the margin obtained by the complete graph and we provide conditions under which we can perform tractable inference. The experimental results confirm that practical learning is scalable to realistic datasets using this approach.},
  author       = {Marchand, Mario and Hongyu, Su and Morvant, Emilie and Rousu, Juho and Shawe Taylor, John},
  booktitle    = {Advances in Neural Information Processing Systems},
  isbn         = {9781510800410},
  location     = {Montreal, Canada},
  publisher    = {Neural Information Processing Systems Foundation},
  title        = {{Multilabel structured output learning with random spanning trees of max-margin Markov networks}},
  volume       = {27},
  year         = {2014},
}

