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All publications by Mladen Kolar
authors venues years



Learning structured densities via infinite dimensional exponential families
Siqi Sun, Mladen Kolar and Jinbo Xu
Advances in Neural Information Processing Systems 28, 2015


Markov Network Estimation From Multi-attribute Data
Mladen Kolar, Han Liu and Eric Xing
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Feature Selection in High-Dimensional Classification
Mladen Kolar and Han Liu
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Variance Function Estimation in High-dimensions
Mladen Kolar and James Sharpnack
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Consistent Covariance Selection From Data With Missing Values
Mladen Kolar and Eric P. Xing
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Marginal Regression For Multitask Learning
Mladen Kolar and Han Liu
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Minimax Localization of Structural Information in Large Noisy Matrices
Mladen Kolar, Sivaraman Balakrishnan, Alessandro Rinaldo and Aarti Singh
Advances in Neural Information Processing Systems 24, 2011


On Time Varying Undirected Graphs
Mladen Kolar and Eric P. Xing
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


On Sparse Nonparametric Conditional Covariance Selection
Mladen Kolar, Ankur P. Parikh and Eric P. Xing
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


Ultra-high Dimensional Multiple Output Learning With Simultaneous Orthogonal Matching Pursuit: Screening Approach
Mladen Kolar and Eric P. Xing
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Time-Varying Dynamic Bayesian Networks
Le Song, Mladen Kolar and Eric P. Xing
Advances in Neural Information Processing Systems 22, 2009


Sparsistent Learning of Varying-coefficient Models with Structural Changes
Mladen Kolar, Le Song and Eric P. Xing
Advances in Neural Information Processing Systems 22, 2009