Exploiting hierarchical context on a large database of object categories MJ Choi, JJ Lim, A Torralba, AS Willsky 2010 IEEE computer society conference on computer vision and pattern …, 2010 | 443 | 2010 |
Learning latent tree graphical models MJ Choi, VYF Tan, A Anandkumar, AS Willsky The Journal of Machine Learning Research 12, 1771-1812, 2011 | 300 | 2011 |
A tree-based context model for object recognition MJ Choi, A Torralba, AS Willsky IEEE transactions on pattern analysis and machine intelligence 34 (2), 240-252, 2011 | 205 | 2011 |
Context models and out-of-context objects MJ Choi, A Torralba, AS Willsky Pattern Recognition Letters 33 (7), 853-862, 2012 | 171 | 2012 |
Gaussian multiresolution models: Exploiting sparse Markov and covariance structure MJ Choi, V Chandrasekaran, AS Willsky IEEE Transactions on Signal Processing 58 (3), 1012-1024, 2009 | 36 | 2009 |
Low-rank variance approximation in GMRF models: Single and multiscale approaches DM Malioutov, JK Johnson, MJ Choi, AS Willsky IEEE Transactions on Signal Processing 56 (10), 4621-4634, 2008 | 33 | 2008 |
Multiscale stochastic modeling for tractable inference and data assimilation MJ Choi, V Chandrasekaran, DM Malioutov, JK Johnson, AS Willsky Computer Methods in Applied Mechanics and Engineering 197 (43-44), 3492-3515, 2008 | 30 | 2008 |
Multiscale Gaussian graphical models and algorithms for large-scale inference MJ Choi, AS Willsky 2007 IEEE/SP 14th Workshop on Statistical Signal Processing, 229-233, 2007 | 17 | 2007 |
Learning latent tree graphical models MJ Choi, VYF Tan, A Anandkumar, AS Willsky arXiv preprint arXiv:1009.2722, 2010 | 15 | 2010 |
Consistent and efficient reconstruction of latent tree models MJ Choi, VYF Tan, A Anandkumar, AS Willsky 2010 48th Annual Allerton Conference on Communication, Control, and …, 2010 | 8 | 2010 |
Exploiting sparse Markov and covariance structure in multiresolution models MJ Choi, V Chandrasekaran, AS Willsky Proceedings of the 26th Annual International Conference on Machine Learning …, 2009 | 6 | 2009 |
Trees and beyond: Exploiting and improving tree-structured graphical models MJ Choi Massachusetts Institute of Technology, 2011 | 4 | 2011 |
Maximum entropy relaxation for multiscale graphical model selection MJ Choi, V Chandrasekaran, AS Willsky 2008 IEEE International Conference on Acoustics, Speech and Signal …, 2008 | 3 | 2008 |
A Tree-Based Context Model for Object Recognition (HTML) MJ Choi, A Torralba, AS Willsky | | 2012 |