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Ofer Dekel , Ohad Shamir : There's a Hole in My Data Space: Piecewise Predictors for Heterogeneous Learning Problems. AISTATS 2012 : 291-298 export record
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journals/jmlr/DhillonKBCS12 share record
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Paramveer S. Dhillon , S. Sathiya Keerthi , Kedar Bellare , Olivier Chapelle , Sundararajan Sellamanickam : Deterministic Annealing for Semi-Supervised Structured Output Learning. AISTATS 2012 : 299-307 share record
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Huyen Do , Alexandros Kalousis , Jun Wang , Adam Woznica : A metric learning perspective of SVM: on the relation of LMNN and SVM. AISTATS 2012 : 308-317 share record
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Justin Domke : Generic Methods for Optimization-Based Modeling. AISTATS 2012 : 318-326 share record
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Miroslav Dudík , Zaïd Harchaoui , Jérôme Malick : Lifted coordinate descent for learning with trace-norm regularization. AISTATS 2012 : 327-336 share record
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Robert J. Durrant , Ata Kabán : Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space. AISTATS 2012 : 337-345 share record
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Gal Elidan : Copula Network Classifiers (CNCs). AISTATS 2012 : 346-354 share record
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Gal Elidan : Lightning-speed Structure Learning of Nonlinear Continuous Networks. AISTATS 2012 : 355-363 share record
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Doris Entner , Patrik O. Hoyer , Peter Spirtes : Statistical test for consistent estimation of causal effects in linear non-Gaussian models. AISTATS 2012 : 364-372 export record
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journals/jmlr/ErikssonBN12 share record
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Brian Eriksson , Laura Balzano , Robert D. Nowak : High-Rank Matrix Completion. AISTATS 2012 : 373-381 share record
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Dean P. Foster , Alexander Rakhlin : No Internal Regret via Neighborhood Watch. AISTATS 2012 : 382-390 share record
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Antonino Freno : Semiparametric Pseudo-Likelihood Estimation in Markov Random Fields. AISTATS 2012 : 391-399 export record
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journals/jmlr/FujimakiM12 share record
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Ryohei Fujimaki , Satoshi Morinaga : Factorized Asymptotic Bayesian Inference for Mixture Modeling. AISTATS 2012 : 400-408 share record
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Alona Fyshe , Emily B. Fox , David B. Dunson , Tom M. Mitchell : Hierarchical Latent Dictionaries for Models of Brain Activation. AISTATS 2012 : 409-421 share record
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Ravi Ganti , Alexander G. Gray : UPAL: Unbiased Pool Based Active Learning. AISTATS 2012 : 422-431 share record
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Joachim Giesen , Martin Jaggi , Sören Laue : Regularization Paths with Guarantees for Convex Semidefinite Optimization. AISTATS 2012 : 432-439 share record
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Dilan Görür , Levi Boyles , Max Welling : Scalable Inference on Kingman's Coalescent using Pair Similarity . AISTATS 2012 : 440-448 export record
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journals/jmlr/GrinbergP12 share record
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Yuri Grinberg , Doina Precup : On Average Reward Policy Evaluation in Infinite-State Partially Observable Systems. AISTATS 2012 : 449-457 share record
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Alexander Grubb , Drew Bagnell : SpeedBoost: Anytime Prediction with Uniform Near-Optimality. AISTATS 2012 : 458-466 export record
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journals/jmlr/GrzegorczykH12 share record
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Marco Grzegorczyk , Dirk Husmeier : Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters. AISTATS 2012 : 467-476 share record
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Quanquan Gu , Marina Danilevsky , Zhenhui Li , Jiawei Han : Locality Preserving Feature Learning. AISTATS 2012 : 477-485 share record
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Michael Habeck : Evaluation of marginal likelihoods via the density of states. AISTATS 2012 : 486-494 export record
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journals/jmlr/HedayatiB12 share record
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Fares Hedayati , Peter L. Bartlett : Exchangeability Characterizes Optimality of Sequential Normalized Maximum Likelihood and Bayesian Prediction with Jeffreys Prior. AISTATS 2012 : 504-510 export record
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journals/jmlr/HennigSHG12 share record
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Philipp Hennig , David H. Stern , Ralf Herbrich , Thore Graepel : Kernel Topic Models. AISTATS 2012 : 511-519 share record
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Junya Honda , Akimichi Takemura : Stochastic Bandit Based on Empirical Moments. AISTATS 2012 : 529-537 export record
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journals/jmlr/HonorioSRC12 share record
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Jean Honorio , Dimitris Samaras , Irina Rish , Guillermo A. Cecchi : Variable Selection for Gaussian Graphical Models. AISTATS 2012 : 538-546 export record
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journals/jmlr/IshiguroUS12 share record
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Katsuhiko Ishiguro , Naonori Ueda , Hiroshi Sawada : Subset Infinite Relational Models. AISTATS 2012 : 547-555 share record
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Ming Ji , Jiawei Han : A Variance Minimization Criterion to Active Learning on Graphs. AISTATS 2012 : 556-564 share record
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Xiaoye Jiang , Yuan Yao , Han Liu , Leonidas J. Guibas : Detecting Network Cliques with Radon Basis Pursuit. AISTATS 2012 : 565-573 export record
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journals/jmlr/JohnsonJR12 share record
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Christopher C. Johnson , Ali Jalali , Pradeep Ravikumar : High-dimensional Sparse Inverse Covariance Estimation using Greedy Methods. AISTATS 2012 : 574-582