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Volume 13: Proceedings of 2nd Asian Conference on Machine Learning, 8-10 November 2010, Tokyo, Japan

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Editors: Masashi Sugiyama, Qiang Yang

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Contents:

Preface

Preface

Masashi Sugiyama, Qiang Yang; JMLR Workshop and Conference Proceedings 13:i-xiv

Accepted Papers

Pairwise Measures of Causal Direction in Linear Non-Gaussian Acyclic Models

Aapo Hyvarinen; JMLR Workshop and Conference Proceedings 13:1-16

Learning Polyhedral Classifiers Using Logistic Function

Naresh Manwani, P. S. Sastry; JMLR Workshop and Conference Proceedings 13:17-30

Ellipsoidal Support Vector Machines

Michinari Momma, Kohei Hatano, Hiroki Nakayama; JMLR Workshop and Conference Proceedings 13:31-46

Minimum Conditional Entropy Clustering: A Discriminative Framework for Clustering

Bo Dai, Baogang Hu; JMLR Workshop and Conference Proceedings 13:47-62

Efficient Collapsed Gibbs Sampling for Latent Dirichlet Allocation

Han Xiao, Thomas Stibor; JMLR Workshop and Conference Proceedings 13:63-78

Variational Relevance Vector Machine for Tabular Data

Dmitry Kropotov, Dmitry Vetrov, Lior Wolf, Tal Hassner; JMLR Workshop and Conference Proceedings 13:79-94

Hierarchical Gaussian Process Regression

Sunho Park, Seungjin Choi; JMLR Workshop and Conference Proceedings 13:95-110

Content-based Image Retrieval with Multinomial Relevance Feedback

Dorota Glowacka, John Shawe-Taylor; JMLR Workshop and Conference Proceedings 13:111-125

The Coding Divergence for Measuring the Complexity of Separating Two Sets

Mahito Sugiyama, Akihiro Yamamoto; JMLR Workshop and Conference Proceedings 13:127-143

Single versus Multiple Sorting in All Pairs Similarity Search

Yasuo Tabei, Takeaki Uno, Masashi Sugiyama, Koji Tsuda; JMLR Workshop and Conference Proceedings 13:145-160

An EM Algorithm on BDDs with Order Encoding for Logic-based Probabilistic Models

Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato, Shin-ichi Minato; JMLR Workshop and Conference Proceedings 13:161-176

Exploiting the High Predictive Power of Multi-class Subgroups

Tarek Abudawood, Peter Flach; JMLR Workshop and Conference Proceedings 13:177-192

Generative Models of Information Diffusion with Asynchronous Timedelay

Kazumi Saito, Masahiro Kimura, Kouzou Ohara, Hiroshi Motoda; JMLR Workshop and Conference Proceedings 13:193-208

Decision Tree for Dynamic and Uncertain Data Streams

Chunquan Liang, Yang Zhang, Qun Song; JMLR Workshop and Conference Proceedings 13:209-224

Accurate Ensembles for Data Streams: Combining Restricted Hoeffding Trees using Stacking

Albert Bifet, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer; JMLR Workshop and Conference Proceedings 13:225-240

Mining Recurring Concept Drifts with Limited Labeled Streaming Data

Peipei Li, Xindong Wu, Xuegang Hu; JMLR Workshop and Conference Proceedings 13:241-252

Hierarchical Convex NMF for Clustering Massive Data

Kristian Kersting, Mirwaes Wahabzada, Christian Thurau, Christian Bauckhage; JMLR Workshop and Conference Proceedings 13:253-268

Multi-task Learning for Recommender System

Xia Ning, George Karypis; JMLR Workshop and Conference Proceedings 13:269-284

Adaptive Step-size Policy Gradients with Average Reward Metric

Takamitsu Matsubara, Tetsuro Morimura, Jun Morimoto; JMLR Workshop and Conference Proceedings 13:285-298

Finite-sample Analysis of Bellman Residual Minimization

Odalric-Ambrym Maillard, Remi Munos, Alessandro Lazaric, Mohammad Ghavamzadeh; JMLR Workshop and Conference Proceedings 13:299-314

A Study of Approximate Inference in Probabilistic Relational Models

Fabian Kaelin, Doina Precup; JMLR Workshop and Conference Proceedings 13:315-330

Conceptual Imitation Learning: An Application to Human-robot Interaction

Hossein Hajimirsadeghi, Majid Nili Ahmadabadi, Mostafa Ajallooeian, Babak Araabi, Hadi Moradi; JMLR Workshop and Conference Proceedings 13:331-346

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