TY - GEN
T1 - Inference of latent network features via co-intersection representations of graphs
AU - Dau, Son Hoang
AU - Milenkovic, Olgica
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/8/10
Y1 - 2016/8/10
N2 - We propose a new latent Boolean feature model for complex networks that captures different types of node interactions and network communities. The model is based on a new concept in graph theory, termed the co-intersection representation of a graph, which generalizes the notion of an intersection representation. We describe how to use co-intersection representations to deduce node feature sets and their communities, and proceed to derive several general bounds on the minimum number of features used in co-intersection representations. We also discuss graph families for which exact co-intersection characterizations are possible, and describe algorithms for computing co-intersection numbers and assignments.
AB - We propose a new latent Boolean feature model for complex networks that captures different types of node interactions and network communities. The model is based on a new concept in graph theory, termed the co-intersection representation of a graph, which generalizes the notion of an intersection representation. We describe how to use co-intersection representations to deduce node feature sets and their communities, and proceed to derive several general bounds on the minimum number of features used in co-intersection representations. We also discuss graph families for which exact co-intersection characterizations are possible, and describe algorithms for computing co-intersection numbers and assignments.
UR - http://www.scopus.com/inward/record.url?scp=84985930407&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84985930407&partnerID=8YFLogxK
U2 - 10.1109/ISIT.2016.7541519
DO - 10.1109/ISIT.2016.7541519
M3 - Conference contribution
AN - SCOPUS:84985930407
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 1351
EP - 1355
BT - Proceedings - ISIT 2016; 2016 IEEE International Symposium on Information Theory
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 IEEE International Symposium on Information Theory, ISIT 2016
Y2 - 10 July 2016 through 15 July 2016
ER -