Maria-Florina Balcan

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Avrim BlumProfessor and Chief Academic Officer, Toyota Technological Institute at ChicagoVerified email at ttic.edu
Yingyu LiangUniversity of Wisconsin-MadisonVerified email at cs.wisc.edu
Yishay MansourTel Aviv UniversityVerified email at tau.ac.il
Ellen VitercikCarnegie Mellon UniversityVerified email at cs.cmu.edu
pranjal awasthiRutgers UniversityVerified email at rutgers.edu
Le SongGeorgia Institute of TechnologyVerified email at cc.gatech.edu
Tuomas SandholmAngel Jordan University Professor of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Santosh S. VempalaGeorgia TechVerified email at gatech.edu
Hongyang ZhangCMU, TTICVerified email at ttic.edu
David WoodruffCarnegie Mellon UniversityVerified email at cs.cmu.edu
Colin WhiteAbacus.AIVerified email at cs.cmu.edu
Nika HaghtalabUniversity of California, BerkeleyVerified email at berkeley.edu
Nathan SrebroProfessor, TTIC and University of ChicagoVerified email at ttic.edu
John LangfordMicrosoft Research New YorkVerified email at hunch.net
Jason HartlineProfessor of Computer Science, Northwestern U.Verified email at northwestern.edu
Heiko RöglinProfessor of Computer Science, University of BonnVerified email at cs.uni-bonn.de
Philip LongGoogleVerified email at google.com
NAN DUGoogle BrainVerified email at google.com
Ruth UrnerAssistant Professor, York University, TorontoVerified email at eecs.yorku.ca
Bo XieFacebookVerified email at fb.com

Maria-Florina Balcan

Professor, School of Computer Science, Carnegie Mellon University

Verified email at cs.cmu.edu

Machine Learning Algorithmic Game Theory Theoretical Computer Science.


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Agnostic active learning MF Balcan, A Beygelzimer, J Langford MACHINE LEARNING-INTERNATIONAL WORKSHOP THEN CONFERENCE- 23, 65, 2006	509	2006
Co-training and expansion: Towards bridging theory and practice MF Balcan, A Blum, K Yang Advances in neural information processing systems 17, 89-96, 2005	315	2005
Margin based active learning MF Balcan, A Broder, T Zhang International Conference on Computational Learning Theory, 35-50, 2007	267	2007
A theory of learning with similarity functions MF Balcan, A Blum, N Srebro Machine Learning 72 (1-2), 89-112, 2008	230	2008
Scalable kernel methods via doubly stochastic gradients B Dai, B Xie, N He, Y Liang, A Raj, MF Balcan, L Song arXiv preprint arXiv:1407.5599, 2014	199	2014
The true sample complexity of active learning MF Balcan, S Hanneke, JW Vaughan Machine learning 80 (2-3), 111-139, 2010	187	2010
Kernels as features: On kernels, margins, and low-dimensional mappings MF Balcan, A Blum, S Vempala Machine Learning 65 (1), 79-94, 2006	185	2006
Distributed learning, communication complexity and privacy MF Balcan, A Blum, S Fine, Y Mansour Conference on Learning Theory, 26.1-26.22, 2012	174	2012
Approximate clustering without the approximation MF Balcan, A Blum, A Gupta Proceedings of the twentieth annual ACM-SIAM symposium on Discrete …, 2009	159	2009
Approximation algorithms and online mechanisms for item pricing MF Balcan, A Blum Proceedings of the 7th ACM Conference on Electronic Commerce, 29-35, 2006	156	2006
A discriminative framework for clustering via similarity functions MF Balcan, A Blum, S Vempala Proceedings of the fortieth annual ACM symposium on Theory of computing, 671-680, 2008	155	2008
Improved distributed principal component analysis MF Balcan, V Kanchanapally, Y Liang, D Woodruff arXiv preprint arXiv:1408.5823, 2014	153*	2014
Item pricing for revenue maximization MF Balcan, A Blum, Y Mansour Proceedings of the 9th ACM Conference on Electronic Commerce, 50-59, 2008	149	2008
Distributed -means and -median Clustering on General Topologies MFF Balcan, S Ehrlich, Y Liang Advances in Neural Information Processing Systems 26, 1995-2003, 2013	148	2013
The power of localization for efficiently learning linear separators with noise P Awasthi, MF Balcan, PM Long Proceedings of the forty-sixth annual ACM symposium on Theory of computing …, 2014	142	2014
Robust hierarchical clustering MF Balcan, Y Liang, P Gupta The Journal of Machine Learning Research 15 (1), 3831-3871, 2014	132	2014
Learning submodular functions MF Balcan, NJA Harvey Proceedings of the forty-third annual ACM symposium on Theory of computing …, 2011	131*	2011
Mechanism design via machine learning MF Balcan, A Blum, JD Hartline, Y Mansour 46th Annual IEEE Symposium on Foundations of Computer Science (FOCS'05), 605-614, 2005	126	2005
A PAC-style model for learning from labeled and unlabeled data MF Balcan, A Blum International Conference on Computational Learning Theory, 111-126, 2005	123	2005
Active and passive learning of linear separators under log-concave distributions MF Balcan, P Long Conference on Learning Theory, 288-316, 2013	121	2013

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