Volume 20: Asian Conference on Machine Learning, 14-15 November 2011, South Garden Hotels and Resorts, Taoyuan, Taiwain

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Editors: Chun-Nan Hsu, Wee Sun Lee

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Contents:

Preface

Preface

C.-N. Hsu, W.S. Lee ; PMLR 20:i-xii

Accepted Papers

Improving Policy Gradient Estimates with Influence Information

J. Pinto, A. Fern, T. Bauer, M. Erwig ; PMLR 20:1-18

Continuous Rapid Action Value Estimates

Adrien Couëtoux, Mario Milone, Mátyás Brendel, Hassan Doghmen, Michèle Sebag, Olivier Teytaud ; PMLR 20:19-31

Nonlinear Online Classification Algorithm with Probability Margin

M. Chi, H. He, W. Zhang ; PMLR 20:33-46

Learning to Locate Relative Outliers

S. Li, I.W. Tsang ; PMLR 20:47-62

Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers

B. Nelson, B. Biggio, P. Laskov ; PMLR 20:63-79

Bayesian inference for statistical abduction using Markov chain Monte Carlo

M. Ishihata, T. Sato ; PMLR 20:81-96

Support Vector Machines Under Adversarial Label Noise

B. Biggio, B. Nelson, P. Laskov ; PMLR 20:97-112

A General Linear Non-Gaussian State-Space Model: Identifiability, Identification, and Applications

K. Zhang, A. Hyvärinen ; PMLR 20:113-128

Unsupervised Multiple Kernel Learning

J. Zhuang, J. Wang, S.C.H. Hoi, X. Lan ; PMLR 20:129-144

Quadratic Weighted Automata:Spectral Algorithm and Likelihood Maximization

Raphael Bailly ; PMLR 20:147-163

Approximate Model Selection for Large Scale LSSVM

L. Ding, S. Liao ; PMLR 20:165-180

Learning low-rank output kernels

F. Dinuzzo, K. Fukumizu ; PMLR 20:181-196

Learning Rules from Incomplete Examples via Implicit Mention Models

J.R. Doppa, M.S. Sorower, M. Nasresfahani, J. Irvine, W. Orr, T.G. Dietterich, X. Fern, P. Tadepalli ; PMLR 20:197-212

Mixed-Variate Restricted Boltzmann Machines

T. Tran, D. Phung, S. Venkatesh ; PMLR 20:213-229

Robust Generation of Dynamical Patterns in Human Motion by a Deep Belief Nets

S. Sukhbaatar, T. Makino, K. Aihara, T. Chikayama ; PMLR 20:231-246

Computationally Efficient Sufficient Dimension Reduction via Squared-Loss Mutual Information

M. Yamada, G. Niu, J. Takagi, M. Sugiyama ; PMLR 20:247-262

Learning Attribute-weighted Voter Model over Social Networks

Y. Yamagishi, K. Saito, K. Ohara, M. Kimura, H. Motoda ; PMLR 20:263-280

Multi-label Classification with Error-correcting Codes

C.-S. Ferng, H.-T. Lin ; PMLR 20:281-295

Estimating Diffusion Probability Changes for AsIC-SIS Model from Information Diffusion Results

A. Koide, K. Saito, K. Ohara, M. Kimura, H. Motoda ; PMLR 20:297-313

Multi-label Active Learning with Auxiliary Learner

C.-W. Hung, H.-T. Lin ; PMLR 20:315-332

Acceleration technique for boosting classification and its application to face detection

M. Kawakita, R. Izumi, J. Takeuchi, Y. Hu, T. Takamori, H. Kameyama ; PMLR 20:335-349

Summarization of Yes/No Questions Using a Feature Function Model

J. He, D. Dai ; PMLR 20:351-366

Mapping Kernels Defined Over Countably Infinite Mapping Systems and their Application

K. Shin ; PMLR 20:367-382

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