Volume 25: Asian Conference on Machine Learning, 4-6 November 2012, Singapore Management University, Singapore

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Editors: Steven C. H. Hoi, Wray Buntine

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Contents:

Preface

Preface

Steven C. H. Hoi, Wray Buntine ; PMLR 25:i-xvii

Accepted Papers

A Note on Metric Properties for Some Divergence Measures: The Gaussian Case

Karim T. Abou-Moustafa, Frank P. Ferrie ; PMLR 25:1-15

Multiresolution Mixture Modeling using Merging of Mixture Components

Prem Raj Adhikari, Jaakko Hollmén ; PMLR 25:17-32

Learning Latent Variable Models by Pairwise Cluster Comparison

Nuaman Asbeh, Boaz Lerner ; PMLR 25:33-48

Local Kernel Density Ratio-Based Feature Selection for Outlier Detection

Fatemeh Azmandian, Jennifer G. Dy, Javed A. Aslam, David R. Kaeli ; PMLR 25:49-64

A Coupled Indian Buffet Process Model for Collaborative Filtering

Sotirios P. Chatzis ; PMLR 25:65-79

A Ranking-based KNN Approach for Multi-Label Classification

Tsung-Hsien Chiang, Hung-Yi Lo, Shou-De Lin ; PMLR 25:81-96

AIC and BIC based approaches for SVM parameter value estimation with RBF kernels

Sergey Demyanov, James Bailey, Kotagiri Ramamohanarao, Christopher Leckie ; PMLR 25:97-112

Online Learning of a Dirichlet Process Mixture of Generalized Dirichlet Distributions for Simultaneous Clustering and Localized Feature Selection

Wentao Fan, Nizar Bouguila ; PMLR 25:113-128

A Stochastic Bandit Algorithm for Scratch Games

Raphaël Féraud, Tanguy Urvoy ; PMLR 25:129-143

Max-Margin Ratio Machine

Suicheng Gu, Yuhong Guo ; PMLR 25:145-157

Learning Temporal Association Rules on Symbolic Time Sequences

Mathieu Guillame-Bert, James L. Crowley ; PMLR 25:159-174

More Is Better: Large Scale Partially-supervised Sentiment Classification

Yoav Haimovitch, Koby Crammer, Shie Mannor ; PMLR 25:175-190

Frustratingly Simplified Deployment in WLAN Localization by Learning from Route Annotation

Ryoma Kawajiri, Masamichi Shimosaka, Rui Fukui, Tonomasa Sato ; PMLR 25:191-204

Variational Bayesian Matching

Arto Klami ; PMLR 25:205-220

Active Learning with Hinted Support Vector Machine

Chun-Liang Li, Chun-Sung Ferng, Hsuan-Tien Lin ; PMLR 25:221-235

A Convex-Concave Relaxation Procedure Based Subgraph Matching Algorithm

Zhi-Yong Liu, Hong Qiao ; PMLR 25:237-252

Key Instance Detection in Multi-Instance Learning

Guoqing Liu, Jianxin Wu, Zhi-Hua Zhou ; PMLR 25:253-268

On Using Nearly-Independent Feature Families for High Precision and Confidence

Omid Madani, Manfred Georg, David A. Ross ; PMLR 25:269-284

Learning and Model-Checking Networks of I/O Automata

Hua Mao, Manfred Jaeger ; PMLR 25:285-300

Sparse Additive Matrix Factorization for Robust PCA and Its Generalization

Shinichi Nakajima, Masashi Sugiyama, S. Derin Babacan ; PMLR 25:301-316

Statistical Models for Exploring Individual Email Communication Behavior

Nicholas Navaroli, Christopher DuBois, Padhraic Smyth ; PMLR 25:317-332

QBoost: Large Scale Classifier Training withAdiabatic Quantum Optimization

Hartmut Neven, Vasil S. Denchev, Geordie Rose, William G. Macready ; PMLR 25:333-348

Recovering Networks from Distance Data

Sandhya Prabhakaran, Karin J. Metzner, Alexander Böhm, Volker Roth ; PMLR 25:349-364

Topographic Analysis of Correlated Components

Hiroaki Sasaki, Michael U. Gutmann, Hayaru Shouno, Aapo Hyvärinen ; PMLR 25:365-378

Improved Sequence Classification Using Adaptive Segmental Sequence Alignment

Shahriar Shariat, Vladimir Pavlovic ; PMLR 25:379-394

Supervised Dimension Reduction with Topic Models

Khoat Than, Tu Bao Ho, Duy Khuong Nguyen, Ngoc Khanh Pham ; PMLR 25:395-410

Cumulative Restricted Boltzmann Machines for Ordinal Matrix Data Analysis

Truyen Tran, Dinh Phung, Svetha Venkatesh ; PMLR 25:411-426

Learning From Ordered Sets and Applications in Collaborative Ranking

Truyen Tran, Dinh Phung, Svetha Venkatesh ; PMLR 25:427-442

Two-way Parallel Class Expression Learning

An C. Tran, Jens Dietrich, Hans W. Guesgen, Stephen Marsland ; PMLR 25:443-458

Multi-Stage Classifier Design

Kirill Trapeznikov, Venkatesh Saligrama, David Castañón ; PMLR 25:459-474

Conditional Validity of Inductive Conformal Predictors

Vladimir Vovk ; PMLR 25:475-490

Spatial Locality-Aware Sparse Coding and Dictionary Learning

Jiang Wang, Junsong Yuan, Zhouyuan Chen, Ying Wu ; PMLR 25:491-505

Multi-objective Monte-Carlo Tree Search

Weijia Wang, Michèle Sebag ; PMLR 25:507-522

Practical Large Scale Classification with Additive Kernels

Hao Yang, Jianxin Wu ; PMLR 25:523-538

Online Rank Aggregation

Shota Yasutake, Kohei Hatano, Eiji Takimoto, Masayuki Takeda ; PMLR 25:539-553

Multi-view Positive and Unlabeled Learning

Joey Tianyi Zhou, Sinno Jialin Pan, Qi Mao, Ivor W. Tsang ; PMLR 25:555-570

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