3 papers
stat.ML2021
Semidefinite Programming for Community Detection with Side Information
Mohammad Esmaeili, Hussein Metwaly Saad, Aria Nosratinia
This paper produces an efficient Semidefinite Programming (SDP) solution for community detection that incorporates non-graph data, which in this context is known as side informatio…
cs.SI2021
Community Detection: Exact Recovery in Weighted Graphs
Mohammad Esmaeili, Aria Nosratinia
In community detection, the exact recovery of communities (clusters) has been mainly investigated under the general stochastic block model with edges drawn from Bernoulli distribut…
cs.LG2020
Semi-Supervised Node Classification by Graph Convolutional Networks and Extracted Side Information
Mohammad Esmaeili, Aria Nosratinia
The nodes of a graph existing in a cluster are more likely to connect to each other than with other nodes in the graph. Then revealing some information about some nodes, the struct…