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Volume 63: Asian Conference on Machine Learning, 16-18 November 2016, The University of Waikato, Hamilton, New Zealand

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Editors: Robert J. Durrant, Kee-Eung Kim

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Contents:

Front Matter

Preface

Robert J. Durrant, Kee-Eung Kim; PMLR 63:i-xiv

Accepted Papers

Non-Linear Smoothed Transductive Network Embedding with Text Information

Weizheng Chen, Xia Zhang, Jinpeng Wang, Yan Zhang, Hongfei Yan, Xiaoming Li; PMLR 63:1-16

Long Short-term Memory Network over Rhetorical Structure Theory for Sentence-level Sentiment Analysis

Xianghua Fu, Wangwang Liu, Yingying Xu, Chong Yu, Ting Wang; PMLR 63:17-32

Enhancing Topic Modeling on Short Texts with Crowdsourcing

Xiaoyan Yang, Shanshan Ying, Wenzhe Yu, Rong Zhang, Zhenjie Zhang; PMLR 63:33-48

Multiple Kernel Learning with Data Augmentation

Khanh Nguyen, Trung Le, Vu Nguyen, Tu Nguyen, Dinh Phung; PMLR 63:49-64

Cost Sensitive Online Multiple Kernel Classification

Doyen Sahoo, Steven Hoi, Peilin Zhao; PMLR 63:65-80

Localized Multiple Kernel Learning—A Convex Approach

Yunwen Lei, Alexander Binder, Urun Dogan, Marius Kloft; PMLR 63:81-96

Linearized Alternating Direction Method of Multipliers for Constrained Nonconvex Regularized Optimization

Linbo Qiao, Bofeng Zhang, Jinshu Su, Xicheng Lu; PMLR 63:97-109

Random Fourier Features For Operator-Valued Kernels

Romain Brault, Markus Heinonen, Florence Buc; PMLR 63:110-125

Secure Approximation Guarantee for Cryptographically Private Empirical Risk Minimization

Toshiyuki Takada, Hiroyuki Hanada, Yoshiji Yamada, Jun Sakuma, Ichiro Takeuchi; PMLR 63:126-141

Learning from Survey Training Samples: Rate Bounds for Horvitz-Thompson Risk Minimizers

Stephan Clemencon, Patrice Bertail, Guillaume Papa; PMLR 63:142-157

Learnability of Non-I.I.D.

Wei Gao, Xin-Yi Niu, Zhi-Hua Zhou; PMLR 63:158-173

Modelling Symbolic Music: Beyond the Piano Roll

Christian Walder; PMLR 63:174-189

Improving Distributed Word Representation and Topic Model by Word-Topic Mixture Model

Xianghua Fu, Ting Wang, Jing Li, Chong Yu, Wangwang Liu; PMLR 63:190-205

Fast Collaborative Filtering from Implicit Feedback with Provable Guarantees

Sayantan Dasgupta; PMLR 63:206-221

Unifying Topic, Sentiment & Preference in an HDP-Based Rating Regression Model for Online Reviews

Zheng Chen, Yong Zhang, Yue Shang, Xiaohua Hu; PMLR 63:222-237

Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays

Kar Wai Lim, Young Lee, Leif Hanlen, Hongbiao Zhao; PMLR 63:238-253

A Bayesian Nonparametric Approach for Multi-label Classification

Vu Nguyen, Sunil Gupta, Santu Rana, Cheng Li, Svetha Venkatesh; PMLR 63:254-269

Hierarchical Probabilistic Matrix Factorization with Network Topology for Multi-relational Social Network

Haoli Bai, Zenglin Xu, Bin Liu, Yingming Li; PMLR 63:270-285

Learning Feature Aware Metric

Han-Jia Ye, De-Chuan Zhan, Xue-Min Si, Yuan Jiang; PMLR 63:286-301

Multitask Principal Component Analysis

Ikko Yamane, Florian Yger, Maxime Berar, Masashi Sugiyama; PMLR 63:302-317

Learning Distance Metrics for Multi-Label Classification

Henry Gouk, Bernhard Pfahringer, Michael Cree; PMLR 63:318-333

Bank of Weight Filters for Deep CNNs

Suresh Kirthi Kumaraswamy, PS Sastry, Kalpathi Ramakrishnan; PMLR 63:334-349

Deep Gate Recurrent Neural Network

Yuan Gao, Dorota Glowacka; PMLR 63:350-365

Collaborative Recurrent Neural Networks for Dynamic Recommender Systems

Young-Jun Ko, Lucas Maystre, Matthias Grossglauser; PMLR 63:366-381

Echo State Hoeffding Tree Learning

Diego Marron, Jesse Read, Albert Bifet, Talel Abdessalem, Eduard Ayguade, JosĂ© Herrero; PMLR 63:382-397

Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA

Liyan Song, Haiping Lu; PMLR 63:398-413

An Efficient Approach for Multi-Sentence Compression

Elaheh ShafieiBavani, Mohammad Ebrahimi, Raymond K. Wong, Fang Chen; PMLR 63:414-429

Geometry-aware stationary subspace analysis

Inbal Horev, Florian Yger, Masashi Sugiyama; PMLR 63:430-444

EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator

Liyan Song, Haiping Lu; PMLR 63:445-460

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