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stat.ML2012★ 34 cited
Graph Estimation From Multi-attribute Data
Mladen Kolar, Han Liu, Eric P. Xing
Many real world network problems often concern multivariate nodal attributes such as image, textual, and multi-view feature vectors on nodes, rather than simple univariate nodal at…
stat.ML2010★ 18 cited
Graph-Valued Regression
Han Liu, Xi Chen, John Lafferty +1
Undirected graphical models encode in a graph the dependency structure of a random vector . In many applications, it is of interest to model given another random vector…