2012 share record
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Ji Liu , Peter Wonka , Jieping Ye : A Multi-Stage Framework for Dantzig Selector and LASSO. J. Mach. Learn. Res. 13 : 1189-1219 (2012 )share record
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Yang Wang , Duan Tran , Zicheng Liao , David A. Forsyth : Discriminative hierarchical part-based models for human parsing and action recognition. J. Mach. Learn. Res. 13 : 3075-3102 (2012 )share record
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Timo Aho , Bernard Zenko , Saso Dzeroski , Tapio Elomaa : Multi-target regression with rule ensembles. J. Mach. Learn. Res. 13 : 2367-2407 (2012 )share record
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Nir Ailon : An Active Learning Algorithm for Ranking from Pairwise Preferences with an Almost Optimal Query Complexity. J. Mach. Learn. Res. 13 : 137-164 (2012 )export record
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journals/jmlr/AnandkumarTHW12 share record
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Animashree Anandkumar , Vincent Y. F. Tan , Furong Huang , Alan S. Willsky : High-dimensional Gaussian graphical model selection: walk summability and local separation criterion. J. Mach. Learn. Res. 13 : 2293-2337 (2012 )share record
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Mohammad Gheshlaghi Azar , Vicenç Gómez , Hilbert J. Kappen : Dynamic policy programming. J. Mach. Learn. Res. 13 : 3207-3245 (2012 )share record
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Adrian Barbu , Nathan Lay : An introduction to artificial prediction markets for classification. J. Mach. Learn. Res. 13 : 2177-2204 (2012 )export record
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journals/jmlr/Ben-TalBBN12 share record
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Aharon Ben-Tal , Sahely Bhadra , Chiranjib Bhattacharyya , Arkadi Nemirovski : Efficient methods for robust classification under uncertainty in kernel matrices. J. Mach. Learn. Res. 13 : 2923-2954 (2012 )export record
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journals/jmlr/BenbouzidBCCK12 share record
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Djalel Benbouzid , Róbert Busa-Fekete , Norman Casagrande , François-David Collin , Balázs Kégl : MULTIBOOST: A Multi-purpose Boosting Package. J. Mach. Learn. Res. 13 : 549-553 (2012 )export record
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journals/jmlr/BergstraB12 share record
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James Bergstra , Yoshua Bengio : Random Search for Hyper-Parameter Optimization. J. Mach. Learn. Res. 13 : 281-305 (2012 )share record
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Gérard Biau : Analysis of a Random Forests Model. J. Mach. Learn. Res. 13 : 1063-1095 (2012 )export record
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journals/jmlr/BrodersenMCDOBS12 share record
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Kay Henning Brodersen , Christoph Mathys , Justin R. Chumbley , Jean Daunizeau , Cheng Soon Ong , Joachim M. Buhmann , Klaas E. Stephan : Bayesian mixed-effects inference on classification performance in hierarchical data sets. J. Mach. Learn. Res. 13 : 3133-3176 (2012 )share record
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Gavin Brown , Adam Craig Pocock , Ming-Jie Zhao , Mikel Luján : Conditional Likelihood Maximisation: A Unifying Framework for Information Theoretic Feature Selection. J. Mach. Learn. Res. 13 : 27-66 (2012 )export record
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journals/jmlr/BrucknerKS12 share record
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Michael Brückner , Christian Kanzow , Tobias Scheffer : Static prediction games for adversarial learning problems. J. Mach. Learn. Res. 13 : 2617-2654 (2012 )export record
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journals/jmlr/BrunnerFLT12 share record
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Carl Brunner , Andreas Fischer , Klaus Luig , Thorsten Thies : Pairwise support vector machines and their application to large scale problems. J. Mach. Learn. Res. 13 : 2279-2292 (2012 )share record
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Kian Ming Adam Chai : Variational Multinomial Logit Gaussian Process. J. Mach. Learn. Res. 13 : 1745-1808 (2012 )export record
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journals/jmlr/ChenZLCZY12 share record
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Tianqi Chen , Weinan Zhang , Qiuxia Lu , Kailong Chen , Zhao Zheng , Yong Yu : SVDFeature: a toolkit for feature-based collaborative filtering. J. Mach. Learn. Res. 13 : 3619-3622 (2012 )share record
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David Chiang : Hope and Fear for Discriminative Training of Statistical Translation Models. J. Mach. Learn. Res. 13 : 1159-1187 (2012 )export record
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journals/jmlr/CooperOPB12 share record
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Helen Cooper , Eng-Jon Ong , Nicolas Pugeault , Richard Bowden : Sign language recognition using sub-units. J. Mach. Learn. Res. 13 : 2205-2231 (2012 )share record
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Corinna Cortes , Mehryar Mohri , Afshin Rostamizadeh : Algorithms for Learning Kernels Based on Centered Alignment. J. Mach. Learn. Res. 13 : 795-828 (2012 )export record
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journals/jmlr/CrammerDP12 share record
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Koby Crammer , Mark Dredze , Fernando Pereira : Confidence-Weighted Linear Classification for Text Categorization. J. Mach. Learn. Res. 13 : 1891-1926 (2012 )share record
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Ofer Dekel , Claudio Gentile , Karthik Sridharan : Selective sampling and active learning from single and multiple teachers. J. Mach. Learn. Res. 13 : 2655-2697 (2012 )share record
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Ofer Dekel , Ran Gilad-Bachrach , Ohad Shamir , Lin Xiao : Optimal Distributed Online Prediction Using Mini-Batches. J. Mach. Learn. Res. 13 : 165-202 (2012 )share record
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Trinh Minh Tri Do , Thierry Artières : Regularized bundle methods for convex and non-convex risks. J. Mach. Learn. Res. 13 : 3539-3583 (2012 )export record
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journals/jmlr/DrineasMMW12 share record
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Petros Drineas , Malik Magdon-Ismail , Michael W. Mahoney , David P. Woodruff : Fast approximation of matrix coherence and statistical leverage. J. Mach. Learn. Res. 13 : 3475-3506 (2012 )export record
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journals/jmlr/El-YanivW12 share record
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Ran El-Yaniv , Yair Wiener : Active Learning via Perfect Selective Classification. J. Mach. Learn. Res. 13 : 255-279 (2012 )share record
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Tim van Erven , Mark D. Reid , Robert C. Williamson : Mixability is Bayes Risk Curvature Relative to Log Loss. J. Mach. Learn. Res. 13 : 1639-1663 (2012 )export record
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journals/jmlr/FortinRGPG12 share record
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Félix-Antoine Fortin , François-Michel De Rainville , Marc-André Gardner , Marc Parizeau , Christian Gagné : DEAP: evolutionary algorithms made easy. J. Mach. Learn. Res. 13 : 2171-2175 (2012 )share record
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Mario Frank , Andreas P. Streich , David A. Basin , Joachim M. Buhmann : Multi-Assignment Clustering for Boolean Data. J. Mach. Learn. Res. 13 : 459-489 (2012 )export record
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journals/jmlr/GenoveseJWY12 share record
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Christopher R. Genovese , Jiashun Jin , Larry A. Wasserman , Zhigang Yao : A Comparison of the Lasso and Marginal Regression. J. Mach. Learn. Res. 13 : 2107-2143 (2012 )