Topological scale framework for hypergraphs

被引:0
|
作者
Molina-Abril, H. [1 ]
Moron-Fernandez, M. J. [1 ,2 ]
Benito-Marimon, M. [1 ]
Diaz-del-Rio, F. [1 ,2 ]
Real, P. [1 ]
机构
[1] Univ Seville, Recognit & Learning Andalusian Res Grp, ETSII, TIC 245 Topol Pattern Ana, Avda Reina Mercedes s-n, Seville, Spain
[2] Univ Seville, Escuela Super Ingn, C Niebla s-n, Seville, Spain
关键词
Hypergraph; Abstract cell complex; Chain complex; Homology; Topological hypergraph analysis; Scale-space model; Hypergraph isomorphism;
D O I
10.1016/j.amc.2024.128989
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, a new computational topological framework for hypergraph analysis and recognition is developed. "Topology provides scale" is the principle at the core of this set of algebraic topological tools, whose fundamental notion is that of a scale-space topological model (s(2)-model). The scale of this parameterized sequence of algebraic hypergraphs, all having the same EulerPoincar & eacute; characteristic than the original hypergraph G, is provided by its relational topology in terms of evolution of incidence or adjacency connectivity maps. Its algebraic homological counterpart is again an s(2)-model, allowing the computation of new topological characteristics of G, which far exceeds current homological analytical techniques. Both scale-space algebraic dynamical systems are hypergraph isomorphic invariants. The hypergraph isomorphism problem is attacked here to demonstrate the power of the proposed framework, by proving the ability of s(2)-models to differentiate challenging cases that are difficult or even infeasible for state-of-the-art practical polynomial solvers. The processing, analysis, classification and learning power of the s(2)-model, at both combinatorial and algebraic levels, augurs positive prospects with respect to its application to physical, biological and social network analysis.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] On Equitable Colorings of Hypergraphs
    M. Akhmejanova
    Mathematical Notes, 2019, 106 : 319 - 326
  • [32] Cost colourings of hypergraphs
    Drgas-Burchardt, Ewa
    Fiedorowicz, Anna
    DISCRETE MATHEMATICS, 2007, 307 (11-12) : 1298 - 1305
  • [33] Hyperrelations and generalized hypergraphs
    Sen, M. K.
    Dasgupta, Utpal
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2013, 4 (05) : 565 - 574
  • [34] On decompositions of complete hypergraphs
    Cioaba, Sebastian M.
    Kuendgen, Andre
    Verstraete, Jacques
    JOURNAL OF COMBINATORIAL THEORY SERIES A, 2009, 116 (07) : 1232 - 1234
  • [35] Morphological filtering on hypergraphs
    Vadakkenveettil, Bino Sebastian
    Unnikrishnan, Avittathur
    Balakrishnan, Kannan
    Balakrishna, Ramkumar Padinjare Pisharath
    DISCRETE APPLIED MATHEMATICS, 2017, 216 : 307 - 320
  • [36] Multidimensional clustering and hypergraphs
    S. V. Kozyrev
    Theoretical and Mathematical Physics, 2010, 164 : 1163 - 1168
  • [37] Toric algebra of hypergraphs
    Sonja Petrović
    Despina Stasi
    Journal of Algebraic Combinatorics, 2014, 39 : 187 - 208
  • [38] On Equitable Colorings of Hypergraphs
    Akhmejanova, M.
    MATHEMATICAL NOTES, 2019, 106 (3-4) : 319 - 326
  • [39] Complete colourings of hypergraphs
    Edwards, Keith
    Rzazewski, Pawel
    DISCRETE MATHEMATICS, 2020, 343 (02)
  • [40] Judicious bisection of hypergraphs
    Yu Cong Tang
    Xin Xu
    Guang Hui Wang
    Acta Mathematica Sinica, English Series, 2016, 32 : 579 - 584