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Published Date

Publication

A Discriminative Model Based Entity Dictionary Weighting Approach for Spoken Language Understanding

Xiaohu Liu, Ruhi Sarikaya

December 2014

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

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

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

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

Publication

Sparse Real Estate Ranking with Online User Reviews and Offline Moving Behaviors

Yanjie Fu, Yong Ge, Yu Zheng, Yanchi Liu, Hui Xiong, Nicholas Jing Yuan

Proceedings of the IEEE International Conference on Data Mining | December 2014

Project

Artificial Intelligence

Highlights