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• Improving Approximate Value Iteration with Complex Returns by Bounding

  Robert Wright, Xingye Qiao, Steven Loscalzo, Lei Yu

  2015-02-21

• A Mathematical Programming-Based Approach to Determining Objective Functions from Qualitative and Subjective Comparisons

  Takayuki Yoshizumi

  2015-02-21

• Support Consistency of Direct Sparse-Change Learning in Markov Networks

  Song Liu, Taiji Suzuki, Masashi Sugiyama

  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

• Multi-tensor Completion with Common Structures

  Chao Li, Qibin Zhao, Junhua Li, Andrzej Cichocki, Lili Guo

  2015-02-21

• Efficient Active Learning of Halfspaces via Query Synthesis

  Ibrahim Alabdulmohsin, Xin Gao, Xiangliang Zhang

  2015-02-21

• Learning Sparse Representations from Datasets with Uncertain Group Structures: Model, Algorithm and Applications

  Longwen Gao, Shuigeng Zhou

  2015-02-21

• Optimizing the CVaR via Sampling

  Aviv Tamar, Yonatan Glassner, Shie Mannor

  2015-02-21

• Spectral Label Refinement for Noisy and Missing Text Labels

  Yangqiu Song, Chenguang Wang, Ming Zhang, Hailong Sun, Qiang Yang

  2015-02-21

• Deep Modeling Complex Couplings within Financial Markets

  Wei Cao, Liang Hu, Longbing Cao

  2015-02-21

• Multi-Task Learning and Algorithmic Stability

  Yu Zhang

  2015-02-21

• Learning to Hash on Structured Data

  Qifan Wang, Luo Si, Bin Shen

  2015-02-21

• Spectral Clustering Using Multilinear SVD: Analysis, Approximations and Applications

  Debarghya Ghoshdastidar, Ambedkar Dukkipati

  2015-02-21

• OMNI-Prop: Seamless Node Classification on Arbitrary Label Correlation

  Yuto Yamaguchi, Christos Faloutsos, Hiroyuki Kitagawa

  2015-02-21

• Eigenvalues Ratio for Kernel Selection of Kernel Methods

  Yong Liu, Shizhong Liao

  2015-02-21

• Tensor-Variate Restricted Boltzmann Machines

  Tu Nguyen, Truyen Tran, Dinh Phung, Svetha Venkatesh

  2015-02-21

• Constrained NMF-Based Multi-View Clustering on Unmapped Data

  Xianchao Zhang, Linlin Zong, Xinyue Liu, Hong Yu

  2015-02-21

• Noise-Robust Semi-Supervised Learning by Large-Scale Sparse Coding

  Zhiwu Lu, Xin Gao, Liwei Wang, Ji-Rong Wen, Songfang Huang

  2015-02-21

• Don't Fall for Tuning Parameters: Tuning-Free Variable Selection in High Dimensions With the TREX

  Johannes Lederer, Christian Müller

  2015-02-21

• Integrating Features and Similarities: Flexible Models for Heterogeneous Multiview Data

  Wenzhao Lian, Piyush Rai, Esther Salazar, Lawrence Carin

  2015-02-21

• Relational Stacked Denoising Autoencoder for Tag Recommendation

  Hao Wang, Xingjian Shi, Dit-Yan Yeung

  2015-02-21

• Low-Rank Multi-View Learning in Matrix Completion for Multi-Label Image Classification

  Meng Liu, Yong Luo, Dacheng Tao, Chao Xu, Yonggang Wen

  2015-02-21

• The Dynamic Chinese Restaurant Process via Birth and Death Processes

  Rui Huang, Fengyuan Zhu, Pheng-Ann Heng

  2015-02-21

• Absent Multiple Kernel Learning

  Xinwang Liu, Lei Wang, Jianping Yin, Yong Dou, Jian Zhang

  2015-02-21

• On the Equivalence of Linear Discriminant Analysis and Least Squares

  Kibok Lee, Junmo Kim

  2015-02-21