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• An Improved Lower Bound for Bayesian Network Structure Learning

  Xiannian Fan, Changhe Yuan

  2015-03-04

• Linear-Time Gibbs Sampling in Piecewise Graphical Models

  Hadi Afshar, Scott Sanner, Ehsan Abbasnejad

  2015-03-04

• Recovering Causal Effects from Selection Bias

  Elias Bareinboim, Jin Tian

  2015-03-04

• Outlier-Robust Convex Segmentation

  Itamar Katz, Koby Crammer

  2015-02-21

• Pathway Graphical Lasso

  Maxim Grechkin, Maryam Fazel, Daniela Witten, Su-In Lee

  2015-02-21

• Bayesian Model Averaging Naive Bayes (BMA-NB): Averaging over an Exponential Number of Feature Models in Linear Time

  Ga Wu, Scott Sanner, Rodrigo Oliveira

  2015-02-21

• Maximin Separation Probability Clustering

  Gao Huang, Jianwen Zhang, Shiji Song, Zheng Chen

  2015-02-21

• Nystrom Approximation for Sparse Kernel Methods: Theoretical Analysis and Empirical Evaluation

  Zenglin Xu, Rong Jin, Bin Shen, Shenghuo Zhu

  2015-02-21

• A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing

  Quan Zhou, Wenlin Chen, Shiji Song, Jacob Gardner, Kilian Weinberger, Yixin Chen

  2015-02-21

• Model-Based Reinforcement Learning in Continuous Environments Using Real-Time Constrained Optimization

  Olov Andersson, Fredrik Heintz, Patrick Doherty

  2015-02-21

• Convex Batch Mode Active Sampling via α-Relative Pearson Divergence

  Hanmo Wang, Liang Du, Peng Zhou, Lei Shi, Yi-Dong Shen

  2015-02-21

• Cross-Modal Similarity Learning via Pairs, Preferences, and Active Supervision

  Yi Zhen, Piyush Rai, Hongyuan Zha, Lawrence Carin

  2015-02-21

• Transfer Feature Representation via Multiple Kernel Learning

  Wei Wang, Hao Wang, Chen Zhang, Fanjiang Xu

  2015-02-21

• Discriminative Feature Grouping

  Lei Han, Yu Zhang

  2015-02-21

• An Adaptive Gradient Method for Online AUC Maximization

  Yi Ding, Peilin Zhao, Steven Hoi, Yew-Soon Ong

  2015-02-21

• 10,000+ Times Accelerated Robust Subset Selection

  Feiyun Zhu, Bin Fan, Xinliang Zhu, Ying Wang, Shiming Xiang, Chunhong Pan

  2015-02-21

• Deep Modeling Complex Couplings within Financial Markets

  Wei Cao, Liang Hu, Longbing Cao

  2015-02-21

• Eigenvalues Ratio for Kernel Selection of Kernel Methods

  Yong Liu, Shizhong Liao

  2015-02-21

• Multi-Source Domain Adaptation: A Causal View

  Kun Zhang, Mingming Gong, Bernhard Schoelkopf

  2015-02-21

• Gazetteer-Independent Toponym Resolution Using Geographic Word Profiles

  Grant DeLozier, Jason Baldridge, Loretta London

  2015-02-19

• An Unsupervised Framework of Exploring Events on Twitter: Filtering, Extraction and Categorization

  Deyu Zhou, Liangyu Chen, Yulan He

  2015-02-19

• Extracting Verb Expressions Implying Negative Opinions

  Huayi Li, Arjun Mukherjee, Jianfeng Si, Bing Liu

  2015-02-19

• Using Frame Semantics for Knowledge Extraction from Twitter

  Anders Søgaard, Barbara Plank, Hector Alonso

  2015-02-19

• Word Segmentation for Chinese Novels

  Likun Qiu, Yue Zhang

  2015-02-19

• Weakly-Supervised Grammar-Informed Bayesian CCG Parser Learning

  Dan Garrette, Chris Dyer, Jason Baldridge, Noah Smith

  2015-02-19