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 information. SDP standard on graphs. We formulate a semi-definite relaxation the maximum likelihood estimation of node labels, subject to observing both graph and data. formulation distinct from detection, but maintains its des...