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

K.T. Abou-Moustafa, F.P. Ferrie ; PMLR 25:1-15

Multiresolution Mixture Modeling using Merging of Mixture Components

P.R. Adhikari, J. Hollmén ; PMLR 25:17-32

Learning Latent Variable Models by Pairwise Cluster Comparison

N. Asbeh, B. Lerner ; PMLR 25:33-48

Local Kernel Density Ratio-Based Feature Selection for Outlier Detection

F. Azmandian, J.G. Dy, J.A. Aslam, D.R. Kaeli ; PMLR 25:49-64

A Coupled Indian Buffet Process Model for Collaborative Filtering

S.P. Chatzis ; PMLR 25:65-79

A Ranking-based KNN Approach for Multi-Label Classification

T.-H. Chiang, H.-Y. Lo, S.-D. Lin ; PMLR 25:81-96

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

S. Demyanov, J. Bailey, K. Ramamohanarao, C. Leckie ; PMLR 25:97-112

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

W. Fan, N. Bouguila ; PMLR 25:113-128

A stochastic bandit algorithm for scratch games

R. Féraud, T. Urvoy ; PMLR 25:129-143

Max-Margin Ratio Machine

S. Gu, Y. Guo ; PMLR 25:145-157

Learning Temporal Association Rules on Symbolic Time Sequences

M. Guillame-Bert, J.L. Crowley ; PMLR 25:159-174

More Is Better: Large Scale Partially-supervised Sentiment Classification

Y. Haimovitch, K. Crammer, S. Mannor ; PMLR 25:175-190

Frustratingly Simplified Deployment in WLAN Localization by Learning from Route Annotation

R. Kawajiri, M. Shimosaka, R. Fukui, T. Sato ; PMLR 25:191-204

Variational Bayesian Matching

A. Klami ; PMLR 25:205-220

Active Learning with Hinted Support Vector Machine

C.-L. Li, C.-S. Ferng, H.-T. Lin ; PMLR 25:221-235

A Convex-Concave Relaxation Procedure Based Subgraph Matching Algorithm

Z.-Y. Liu, H. Qiao ; PMLR 25:237-252

Key Instance Detection in Multi-Instance Learning

G. Liu, J. Wu, Z.-H. Zhou ; PMLR 25:253-268

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

O. Madani, M. Georg, D.A. Ross ; PMLR 25:269-284

Learning and Model-Checking Networks of I/O Automata

H. Mao, M. Jaeger ; PMLR 25:285-300

Sparse Additive Matrix Factorization for Robust PCA and Its Generalization

S. Nakajima, M. Sugiyama, S.D. Babacan ; PMLR 25:301-316

Statistical Models for Exploring Individual Email Communication Behavior

N. Navaroli, C. DuBois, P. Smyth ; PMLR 25:317-332

QBoost: Large Scale Classifier Training withAdiabatic Quantum Optimization

H. Neven, V.S. Denchev, G. Rose, W.G. Macready ; PMLR 25:333-348

Recovering Networks from Distance Data

S. Prabhakaran, K.J. Metzner, A. Böhm, V. Roth ; PMLR 25:349-364

Topographic Analysis of Correlated Components

H. Sasaki, M.U. Gutmann, H. Shouno, A. Hyvärinen ; PMLR 25:365-378

Improved sequence classification using adaptive segmental sequence alignment

S. Shariat, V. Pavlovic ; PMLR 25:379-394

Supervised dimension reduction with topic models

K. Than, T.B. Ho, D.K. Nguyen, N.K. Pham ; PMLR 25:395-410

Cumulative Restricted Boltzmann Machines for Ordinal Matrix Data Analysis

T. Tran, D. Phung, S. Venkatesh ; PMLR 25:411-426

Learning From Ordered Sets and Applications in Collaborative Ranking

T. Tran, D. Phung, S. Venkatesh ; PMLR 25:427-442

Two-way Parallel Class Expression Learning

A.C. Tran, J. Dietrich, H.W. Guesgen, S. 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

V. Vovk ; PMLR 25:475-490

Spatial Locality-Aware Sparse Coding and Dictionary Learning

J. Wang, J. Yuan, Z. Chen, Y. Wu ; PMLR 25:491-505

Multi-objective Monte-Carlo Tree Search

W. Wang, M. Sebag ; PMLR 25:507-522

Practical Large Scale Classification with Additive Kernels

H. Yang, J. Wu ; PMLR 25:523-538

Online Rank Aggregation

S. Yasutake, K. Hatano, E. Takimoto, M. Takeda ; PMLR 25:539-553

Multi-view Positive and Unlabeled Learning

J.T. Zhou, S.J. Pan, Q. Mao, I.W. Tsang ; PMLR 25:555-570

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