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.
Original language | English |
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Title of host publication | Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 447-452 |
Number of pages | 6 |
Volume | 2014-January |
Edition | January |
DOIs | |
Publication status | Published - 2014 |
Externally published | Yes |
Event | 2014 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2014 - San Diego, United States Duration: 2014 Oct 5 → 2014 Oct 8 |
Other
Other | 2014 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2014 |
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Country/Territory | United States |
City | San Diego |
Period | 14/10/5 → 14/10/8 |
ASJC Scopus subject areas
- Electrical and Electronic Engineering
- Control and Systems Engineering
- Human-Computer Interaction