Publication Online and Stochastic Gradient Methods for Non-decomposable Loss Functions Purushottam Kar, Harikrishna Narasimhan, Prateek Jain Proceedings of the 28th Annual Conference on Neural Information Processing Systems (NIPS) | December 2014
Publication Personal Knowledge Graph Population from User Utterances in Conversational Understanding Xiang Li, Gokhan Tur, Dilek Hakkani-Tür, Qi Li December 2014 Project Project
Publication Spectral Methods Meet EM: A Provably Optimal Algorithm for Crowdsourcing Yuchen Zhang, Xi Chen, Denny Zhou, Michael L. Jordan December 2014 Project
Publication Non-convex Robust PCA Praneeth Netrapalli, U N Niranjan, Sujay Sanghavi, Anima Anandkumar, Prateek Jain Advances in Neural Information Processing Systems | December 2014 Project
Publication Temporal Supervised Learning for Inferring a Dialog Policy from Example Conversations Lihong Li, He He, Jason Williams Proceedings IEEE Spoken Language Technology Workshop (SLT) | December 2014 To appear in the 2014 IEEE Spoken Language Technology Workshop.
Publication Communication-Efficient Distributed Optimization of Self-Concordant Empirical Loss Yuchen Zhang, Lin Xiao MSR-TR-2014-155 | December 2014
Publication Distributed Open-Domain Conversational Understanding Framework With Domain Independent Extractors Qi Li, Gokhan Tur, Dilek Hakkani-Tür, Xiang Li, Tim Paek, Asela Gunawardana, Chris Quirk IEEE Spoken Language Technology Workshop | December 2014 Project
Publication Minerva: A Scalable and Highly Efficient Training Platform for Deep Learning Minjie Wang, Tianjun Xiao, Jianpeng Li, Jiaxing Zhang, Chuntao Hong, Zheng Zhang NIPS Workshop, Distributed Machine Learning and Matrix Computations | December 2014
Publication A Proximal Stochastic Gradient Method with Progressive Variance Reduction Lin Xiao, Tong Zhang SIAM Journal on Optimization | December 2014, Vol 24(4): pp. 2057-2075
Publication Power to the People: The Role of Humans in Interactive Machine Learning Saleema Amershi, Maya Cakmak, W. Bradley Knox, Todd Kulesza AI Magazine | December 2014