Preprint Communication Efficient Distributed Kernel Principal Component Analysis 2015 Balcan M-F, Liang Y, Song L, Woodruff D, Xie B
Preprint Data Driven Resource Allocation for Distributed Learning 2015 Dick T, Li M, Pillutla VK, White C, Balcan MF, Smola A
Journal Article Efficient learning of linear separators under bounded noise 2015 • Journal of machine learning research • 40(2015): Awasthi P, Balcan MF, Haghtalab N, Urner R
Preprint Efficient Learning of Linear Separators under Bounded Noise 2015 Awasthi P, Balcan M-F, Haghtalab N, Urner R
Journal Article Efficient representations for lifelong learning and autoencoding 2015 • Journal of machine learning research • 40(2015): Balcan MF, Blum A, Vempala S
Chapter Foundations for center-based clustering: Worst-case approximations and modern developments 2015 67-102 Awasthi P, Balcan MF
Preprint Label Efficient Learning by Exploiting Multi-class Output Codes 2015 Balcan MF, Dick T, Mansour Y
Conference Learning Cooperative Games 2015 • IJCAI International Joint Conference on Artificial Intelligence • 475-481 Balcan M-F, Procaccia AD, Zick Y
Conference Learning Submodular Functions with Applications to Multi-Agent Systems 2015 • PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS (AAMAS'15) • 3-3 Balcan MF
Journal Article Statistical Active Learning Algorithms for Noise Tolerance and Differential Privacy 2015 • Algorithmica • 72(1):282-315 Balcan MF, Feldman V
Preprint A Distributed Frank-Wolfe Algorithm for Communication-Efficient Sparse Learning 2014 Bellet A, Liang Y, Garakani AB, Balcan M-F, Sha F
Conference A new perspective on learning linear separators with large L<inf>q</inf>L<inf>p</inf> margins 2014 • Journal of machine learning research • 33:68-76 Balcan MF, Berlind C
Conference Active learning and best-response dynamics 2014 • Advances in Neural Information Processing Systems • 3(January):2222-2230 Balcan MF, Berlind C, Blum A, Cohen E, Patnaik K, Song L
Preprint Active Learning and Best-Response Dynamics 2014 Balcan M-F, Berlind C, Blum A, Cohen E, Patnaik K, Song L
Journal Article Conference on learning theory 2014: Preface 2014 • Journal of machine learning research • 35:1-2 Balcan MF, Szepesvári C
Journal Article Efficient Clustering with Limited Distance Information 2014 Voevodski K, Balcan M-F, Roglin H, Teng S-H, Xia Y
Preprint Efficient Clustering with Limited Distance Information 2014 Voevodski K, Balcan M-F, Roglin H, Teng S-H, Xia Y
Preprint Efficient Representations for Life-Long Learning and Autoencoding 2014 Balcan M-F, Blum A, Vempala S
Preprint Improved Distributed Principal Component Analysis 2014 Balcan M-F, Kanchanapally V, Liang Y, Woodruff D
Conference Improved Distributed Principal Component Analysis 2014 • Advances in Neural Information Processing Systems • 27: Balcan M-F, Kanchanapally V, Liang Y, Woodruff D
Conference Influence function learning in information diffusion networks 2014 • 31st International Conference on Machine Learning, ICML 2014 • 5:4118-4135 Du N, Liang Y, Balcan MF, Song L
Journal Article Influence Function Learning in Information Diffusion Networks. 2014 • JMLR workshop and conference proceedings • 32(2):2016-2024 Du N, Liang Y, Balcan M-F, Song L