• DocumentCode
    173189
  • Title

    Bijections for the numeric representation of labeled graphs

  • Author

    Parque, Victor ; Kobayashi, Masato ; Higashi, Masatake

  • Author_Institution
    Toyota Technol. Inst., Nagoya, Japan
  • fYear
    2014
  • fDate
    5-8 Oct. 2014
  • Firstpage
    447
  • Lastpage
    452
  • Abstract
    Graphs denote useful dependencies among objects ubiquitously. This paper introduces new and simple bijections to the integer grid to enable the succinct, canonical and efficient representations of labeled graphs; whereas previous work has focused on regularities in structure such as triangularity, separability, planarity, symmetry and sparsity. By succinct we imply that space is information-theoretically optimal, by canonical we imply that generation of instances is unique, and by efficient we imply that coding and decoding take polynomial time. Our results have direct implications to handle labeled graphs by using single numbers efficiently, which is significant to enable the canonical graph encodings in learning and optimization algorithms. Our bijections are the first known in the literature.
  • Keywords
    computational complexity; decoding; encoding; graph theory; optimisation; canonical graph encodings; canonical representation; coding; decoding; information theory; labeled graphs; learning algorithm; numeric representation; optimization algorithm; polynomial time; succinct representation; Decoding; Dictionaries; Encoding; Labeling; Optimization; Polynomials; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • Type

    conf

  • DOI
    10.1109/SMC.2014.6973948
  • Filename
    6973948