Selected Bibliography for Mladen Kolar

Assistant Professor of Econometrics and Statistics

Home page of Mladen Kolar

Published Works

Uncovering Structure in High-Dimensions: Networks and Multi-Task Learning Problems; Mladen Kolar; Ph.D Dissertation, Carnegie Mellon University, 2013.
http://reports-archive.adm.cs.cmu.edu/anon/ml2013/abstracts/13-106.html

"Estimating Networks with Jumps." Mladen Kolar and Eric P. Xing; Electronic Journal of Statistics, 2012, 6, pp. 2069--106. http://dx.doi.org/10.1214/12-EJS739

"Union Support Recovery in Multi-Task Learning." Mladen Kolar, John Lafferty and Larry Wasserman; Journal of Machine Learning Research, 2011, 12, pp. 2415-35. 
http://jmlr.org/papers/v12/kolar11a.html

"On Time Varying Undirected Graphs." Mladen Kolar and Eric P. Xing; Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011, pp. 407-15. 
http://jmlr.org/proceedings/papers/v15/kolar11a.html

"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, 2010, 9, pp. 413-20. 
http://jmlr.org/proceedings/papers/v9/kolar10a.html

"Estimating Time-Varying Networks." Mladen Kolar, Le Song, Amr Ahmed and Eric P. Xing; Annals of Applied Statistics, 2010, 4(1), pp. 94--123. 
http://dx.doi.org/10.1214/09-AOAS308

"Sparsistent Learning of Varying-Coefficient Models with Structural Changes," Mladen Kolar, Le Song and Eric Xing, in Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams and A. Culotta: Advances in Neural Information Processing Systems 22. 2009, pp. 1006-14 
http://books.nips.cc/papers/files/nips22/NIPS2009_0538.pdf

"Time-Varying Dynamic Bayesian Networks," Le Song, Mladen Kolar and Eric Xing, in Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams and A. Culotta: Advances in Neural Information Processing Systems 22.2009, pp. 1732-40 
http://books.nips.cc/papers/files/nips22/NIPS2009_0858.pdf

"KELLER: Estimating Time-Varying Interactions between Genes." Le Song, Mladen Kolar and Eric P. Xing; Bioinformatics, 2009, 25(12), pp. i128-i36. 
http://dx.doi.org/10.1093/bioinformatics/btp192

"CSMET: Comparative Genomic Motif Detection Via Multi-Resolution Phylogenetic Shadowing." Pradipta Ray, Suyash Shringarpure, Mladen Kolar and Eric P. Xing; PLoS Computational Biology, 2008, 4(6), pp. e1000090. 
http://dx.doi.org/10.1371/journal.pcbi.1000090