Detection error exponent for spatially dependent samples in random networks

by Tong, Lang, Anandkumar, Animashree, Willsky, Alan S.
Published 2010

Topology Discovery of Sparse Random Graphs With Few Participants

by Anandkumar, Animashree, Hassidim, Avinatan, Kelner, Jonathan Adam
Published 2012

Energy-latency tradeoff for in-network function computation in random networks

by Balister, Paul, Bollobas, Bela, Anandkumar, Animashree, Willsky, Alan S.
Published 2012

Feedback Message Passing for Inference in Gaussian Graphical Models

by Liu, Ying, Chandrasekaran, Venkat, Anandkumar, Animashree, Willsky, Alan S.
Published 2012

Learning high-dimensional Markov forest distributions: Analysis of error rates

by Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2011

Error exponents for composite hypothesis testing of Markov forest distributions

by Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2012

How do the structure and the parameters of Gaussian tree models affect structure learning?

by Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2011

High-Dimensional Graphical Model Selection: Tractable Graph Families and Necessary Conditions

by Anandkumar, Animashree, Tan, Vincent Y. F., Willsky, Alan S.
Published 2013

High-Dimensional Gaussian Graphical Model Selection: Walk Summability and Local Separation Criterion

by Willsky, Alan S., Tan, Vincent Yan Fu, Anandkumar, Animashree
Published 2013

Scaling laws for learning high-dimensional Markov forest distributions

by Willsky, Alan S., Tan, Vincent Yan Fu, Anandkumar, Animashree
Published 2012

Learning Gaussian Tree Models: Analysis of Error Exponents and Extremal Structures

by Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2011

A Large-Deviation Analysis of the Maximum-Likelihood Learning of Markov Tree Structures

by Tan, Vincent Yan Fu, Willsky, Alan S., Anandkumar, Animashree, Tong, Lang
Published 2012

A large-deviation analysis for the maximum likelihood learning of tree structures

by Tong, Lang, Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2010

Consistent and efficient reconstruction of latent tree models

by Choi, Myung Jin, Tan, Vincent Yan Fu, Anandkumar, Animashree, Willsky, Alan S.
Published 2012

Learning Latent Tree Graphical Models

by Choi, Myung Jin, Willsky, Alan S., Tan, Vincent Y. F., Anandkumar, Animashree
Published 2012