conftrace_

JMLR 2012

119 papers

ML-Flex: A Flexible Toolbox for Performing Classification Analyses In Parallel

Stephen R. Piccolo, Lewis J. Frey

MULTIBOOST: A Multi-purpose Boosting Package

Djalel Benbouzid, Róbert Busa-Fekete, Norman Casagrande, François-David Collin, Balázs Kégl

Metric and Kernel Learning Using a Linear Transformation

Prateek Jain, Brian Kulis, Jason V. Davis, Inderjit S. Dhillon

Eliminating Spammers and Ranking Annotators for Crowdsourced Labeling Tasks

Vikas C. Raykar, Shipeng Yu

Multi-Assignment Clustering for Boolean Data

Mario Frank, Andreas P. Streich, David Basin, Joachim M. Buhmann

Online Learning in the Embedded Manifold of Low-rank Matrices

Uri Shalit, Daphna Weinshall, Gal Chechik

Minimax-Optimal Rates For Sparse Additive Models Over Kernel Classes Via Convex Programming

Garvesh Raskutti, Martin J. Wainwright, Bin Yu

Bounding the Probability of Error for High Precision Optical Character Recognition

Gary B. Huang, Andrew Kae, Carl Doersch, Erik Learned-Miller

Noise-Contrastive Estimation of Unnormalized Statistical Models, with Applications to Natural Image Statistics

Michael U. Gutmann, Aapo Hyvärinen

Random Search for Hyper-Parameter Optimization

James Bergstra, Yoshua Bengio

Active Learning via Perfect Selective Classification

Ran El-Yaniv, Yair Wiener

Multi Kernel Learning with Online-Batch Optimization

Francesco Orabona, Luo Jie, Barbara Caputo

Active Clustering of Biological Sequences

Konstantin Voevodski, Maria-Florina Balcan, Heiko Röglin, Shang-Hua Teng, Yu Xia

Optimal Distributed Online Prediction Using Mini-Batches

Ofer Dekel, Ran Gilad-Bachrach, Ohad Shamir, Lin Xiao

An Active Learning Algorithm for Ranking from Pairwise Preferences with an Almost Optimal Query Complexity

Nir Ailon

Refinement of Operator-valued Reproducing Kernels

Haizhang Zhang, Yuesheng Xu, Qinghui Zhang

Plug-in Approach to Active Learning

Stanislav Minsker

Conditional Likelihood Maximisation: A Unifying Framework for Information Theoretic Feature Selection

Gavin Brown, Adam Pocock, Ming-Jie Zhao, Mikel Lujan

Distance Metric Learning with Eigenvalue Optimization

Yiming Ying, Peng Li