---
res:
  bibo_abstract:
  - "What is the best way to match the nodes of two graphs? This graph alignment problem
    generalizes graph isomorphism and arises in applications from social network analysis
    to bioinformatics. Existing solutions either require auxiliary information such
    as node attributes, or provide a single-scale view of the graph by translating
    the problem into aligning node embeddings.\r\n\r\nIn this paper, we transfer the
    shape-analysis concept of functional maps from the continuous to the discrete
    case, and treat the graph alignment problem as a special case of the problem of
    finding a mapping between functions on graphs. We present GRASP, a method that
    captures multiscale structural characteristics from the eigenvectors of the graph’s
    Laplacian and uses this information to align two graphs.Our experimental study,
    featuring noise levels higher than anything used in previous studies, shows that
    GRASP outperforms state-of-the-art methods for graph alignment across noise levels
    and graph types.@eng"
  bibo_authorlist:
  - foaf_Person:
      foaf_givenName: Judith
      foaf_name: Hermanns, Judith
      foaf_surname: Hermanns
  - foaf_Person:
      foaf_givenName: Anton
      foaf_name: Tsitsulin, Anton
      foaf_surname: Tsitsulin
  - foaf_Person:
      foaf_givenName: Marina
      foaf_name: Munkhoeva, Marina
      foaf_surname: Munkhoeva
  - foaf_Person:
      foaf_givenName: Alexander
      foaf_name: Bronstein, Alexander
      foaf_surname: Bronstein
      foaf_workInfoHomepage: http://www.librecat.org/personId=58f3726e-7cba-11ef-ad8b-e6e8cb3904e6
    orcid: 0000-0001-9699-8730
  - foaf_Person:
      foaf_givenName: Davide
      foaf_name: Mottin, Davide
      foaf_surname: Mottin
  - foaf_Person:
      foaf_givenName: Panagiotis
      foaf_name: Karras, Panagiotis
      foaf_surname: Karras
  bibo_doi: 10.1007/978-3-030-85896-4_4
  bibo_issue: Part I
  bibo_volume: 12858
  dct_date: 2021^xs_gYear
  dct_isPartOf:
  - http://id.crossref.org/issn/0302-9743
  - http://id.crossref.org/issn/1611-3349
  - http://id.crossref.org/issn/9783030858957
  - http://id.crossref.org/issn/9783030858964
  dct_language: eng
  dct_publisher: Springer Nature@
  dct_title: 'GRASP: Graph alignment through spectral signatures@'
...