Robinson, Joshua W.; Hartemink, Alexander J. Learning non-stationary dynamic Bayesian networks. (English) Zbl 1242.68244 J. Mach. Learn. Res. 11, 3647-3680 (2010). MSC: 68T05 62A09 62C10 PDF BibTeX XML Cite \textit{J. W. Robinson} and \textit{A. J. Hartemink}, J. Mach. Learn. Res. 11, 3647--3680 (2010; Zbl 1242.68244) Full Text: Link
Seldin, Yevgeny; Tishby, Naftali PAC-Bayesian analysis of co-clustering and beyond. (English) Zbl 1242.62060 J. Mach. Learn. Res. 11, 3595-3646 (2010). MSC: 62H30 05C90 62F15 PDF BibTeX XML Cite \textit{Y. Seldin} and \textit{N. Tishby}, J. Mach. Learn. Res. 11, 3595--3646 (2010; Zbl 1242.62060) Full Text: Link
Watanabe, Sumio Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory. (English) Zbl 1242.62024 J. Mach. Learn. Res. 11, 3571-3594 (2010). MSC: 62F15 62B10 68T05 PDF BibTeX XML Cite \textit{S. Watanabe}, J. Mach. Learn. Res. 11, 3571--3594 (2010; Zbl 1242.62024) Full Text: Link
Henderson, James; Titov, Ivan Incremental sigmoid belief networks for grammar learning. (English) Zbl 1242.68227 J. Mach. Learn. Res. 11, 3541-3570 (2010). MSC: 68T05 62H30 62F15 68T37 68T50 PDF BibTeX XML Cite \textit{J. Henderson} and \textit{I. Titov}, J. Mach. Learn. Res. 11, 3541--3570 (2010; Zbl 1242.68227) Full Text: Link
Ye, Fei; Zhang, Cun-Hui Rate minimaxity of the Lasso and Dantzig selector for the \(l_{q}\) loss in \(l_{r}\) balls. (English) Zbl 1242.62074 J. Mach. Learn. Res. 11, 3519-3540 (2010). MSC: 62J05 62F10 62C99 90C05 PDF BibTeX XML Cite \textit{F. Ye} and \textit{C.-H. Zhang}, J. Mach. Learn. Res. 11, 3519--3540 (2010; Zbl 1242.62074) Full Text: Link
Meilă, Marina; Bao, Le An exponential model for infinite rankings. (English) Zbl 1242.62017 J. Mach. Learn. Res. 11, 3481-3518 (2010). MSC: 62F07 65C60 62G99 PDF BibTeX XML Cite \textit{M. Meilă} and \textit{L. Bao}, J. Mach. Learn. Res. 11, 3481--3518 (2010; Zbl 1242.62017) Full Text: Link
Bouckaert, Remco; Hemmecke, Raymond; Lindner, Silvia; Studený, Milan Efficient algorithms for conditional independence inference. (English) Zbl 1242.62129 J. Mach. Learn. Res. 11, 3453-3479 (2010). MSC: 62P99 68U99 90C05 PDF BibTeX XML Cite \textit{R. Bouckaert} et al., J. Mach. Learn. Res. 11, 3453--3479 (2010; Zbl 1242.62129) Full Text: Link
Sinz, Fabian; Bethge, Matthias \(L_{p}\)-nested symmetric distributions. (English) Zbl 1242.62040 J. Mach. Learn. Res. 11, 3409-3451 (2010). MSC: 62H05 62E10 65C60 68T05 PDF BibTeX XML Cite \textit{F. Sinz} and \textit{M. Bethge}, J. Mach. Learn. Res. 11, 3409--3451 (2010; Zbl 1242.62040) Full Text: arXiv Link
Vincent, Pascal; Larochelle, Hugo; Lajoie, Isabelle; Bengio, Yoshua; Manzagol, Pierre-Antoine Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion. (English) Zbl 1242.68256 J. Mach. Learn. Res. 11, 3371-3408 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{P. Vincent} et al., J. Mach. Learn. Res. 11, 3371--3408 (2010; Zbl 1242.68256) Full Text: Link
Visweswaran, Shyam; Cooper, Gregory F. Learning instance-specific predictive models. (English) Zbl 1242.68257 J. Mach. Learn. Res. 11, 3333-3369 (2010). MSC: 68T05 62A09 PDF BibTeX XML Cite \textit{S. Visweswaran} and \textit{G. F. Cooper}, J. Mach. Learn. Res. 11, 3333--3369 (2010; Zbl 1242.68257) Full Text: Link
Dmochowski, Jacek P.; Sajda, Paul; Parra, Lucas C. Maximum likelihood in cost-sensitive learning: model specification, approximations, and upper bounds. (English) Zbl 1242.62053 J. Mach. Learn. Res. 11, 3313-3332 (2010). MSC: 62H30 68T10 68T05 PDF BibTeX XML Cite \textit{J. P. Dmochowski} et al., J. Mach. Learn. Res. 11, 3313--3332 (2010; Zbl 1242.62053) Full Text: Link
Wang, Chunping; Liao, Xuejun; Carin, Lawrence; Dunson, David B. Classification with incomplete data using Dirichlet process priors. (English) Zbl 1242.62063 J. Mach. Learn. Res. 11, 3269-3311 (2010). MSC: 62H30 62G99 62F15 PDF BibTeX XML Cite \textit{C. Wang} et al., J. Mach. Learn. Res. 11, 3269--3311 (2010; Zbl 1242.62063) Full Text: Link
Honkela, Antti; Raiko, Tapani; Kuusela, Mikael; Tornio, Matti; Karhunen, Juha Approximate Riemannian conjugate gradient learning for fixed-form variational Bayes. (English) Zbl 1242.62022 J. Mach. Learn. Res. 11, 3235-3268 (2010). MSC: 62F15 68T05 62B10 PDF BibTeX XML Cite \textit{A. Honkela} et al., J. Mach. Learn. Res. 11, 3235--3268 (2010; Zbl 1242.62022) Full Text: Link
Yuan, Guo-Xun; Chang, Kai-Wei; Hsieh, Cho-Jui; Lin, Chih-Jen A comparison of optimization methods and software for large-scale L1-regularized linear classification. (English) Zbl 1242.62065 J. Mach. Learn. Res. 11, 3183-3234 (2010). MSC: 62H30 62-04 68T05 PDF BibTeX XML Cite \textit{G.-X. Yuan} et al., J. Mach. Learn. Res. 11, 3183--3234 (2010; Zbl 1242.62065) Full Text: Link
Theodorou, Evangelos; Buchli, Jonas; Schaal, Stefan A generalized path integral control approach to reinforcement learning. (English) Zbl 1242.68254 J. Mach. Learn. Res. 11, 3137-3181 (2010). MSC: 68T05 62H30 93E20 PDF BibTeX XML Cite \textit{E. Theodorou} et al., J. Mach. Learn. Res. 11, 3137--3181 (2010; Zbl 1242.68254) Full Text: Link
Gupta, Rahul; Sarawagi, Sunita; Diwan, Ajit A. Collective inference for extraction MRFs coupled with symmetric clique potentials. (English) Zbl 1242.68314 J. Mach. Learn. Res. 11, 3097-3135 (2010). MSC: 68T30 68T05 68R10 PDF BibTeX XML Cite \textit{R. Gupta} et al., J. Mach. Learn. Res. 11, 3097--3135 (2010; Zbl 1242.68314) Full Text: Link
Cohn, Trevor; Blunsom, Phil; Goldwater, Sharon Inducing tree-substitution grammars. (English) Zbl 1242.68216 J. Mach. Learn. Res. 11, 3053-3096 (2010). MSC: 68T05 68Q42 68Q32 PDF BibTeX XML Cite \textit{T. Cohn} et al., J. Mach. Learn. Res. 11, 3053--3096 (2010; Zbl 1242.68216) Full Text: Link
Cohen, Shay B.; Smith, Noah A. Covariance in unsupervised learning of probabilistic grammars. (English) Zbl 1242.68214 J. Mach. Learn. Res. 11, 3017-3051 (2010). MSC: 68T05 68Q42 68Q32 62H30 PDF BibTeX XML Cite \textit{S. B. Cohen} and \textit{N. A. Smith}, J. Mach. Learn. Res. 11, 3017--3051 (2010; Zbl 1242.68214) Full Text: Link
Rasmussen, Carl Edward; Nickisch, Hannes Gaussian processes for machine learning (GPML) toolbox. (English) Zbl 1242.68242 J. Mach. Learn. Res. 11, 3011-3015 (2010). MSC: 68T05 60G15 62H30 PDF BibTeX XML Cite \textit{C. E. Rasmussen} and \textit{H. Nickisch}, J. Mach. Learn. Res. 11, 3011--3015 (2010; Zbl 1242.68242) Full Text: Link
Blanchard, Gilles; Lee, Gyemin; Scott, Clayton Semi-supervised novelty detection. (English) Zbl 1242.68205 J. Mach. Learn. Res. 11, 2973-3009 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{G. Blanchard} et al., J. Mach. Learn. Res. 11, 2973--3009 (2010; Zbl 1242.68205) Full Text: Link
Chang, Fu; Guo, Chien-Yang; Lin, Xiao-Rong; Lu, Chi-Jen Tree decomposition for large-scale SVM problems. (English) Zbl 1242.68209 J. Mach. Learn. Res. 11, 2935-2972 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{F. Chang} et al., J. Mach. Learn. Res. 11, 2935--2972 (2010; Zbl 1242.68209) Full Text: Link
Cavallanti, Giovanni; Cesa-Bianchi, Nicolò; Gentile, Claudio Linear algorithms for online multitask classification. (English) Zbl 1242.68208 J. Mach. Learn. Res. 11, 2901-2934 (2010). MSC: 68T05 62H30 68W27 PDF BibTeX XML Cite \textit{G. Cavallanti} et al., J. Mach. Learn. Res. 11, 2901--2934 (2010; Zbl 1242.68208) Full Text: Link
Lücke, Jörg; Eggert, Julian Expectation truncation and the benefits of preselection in training generative models. (English) Zbl 1242.62010 J. Mach. Learn. Res. 11, 2855-2900 (2010). MSC: 62B05 65C60 68T05 PDF BibTeX XML Cite \textit{J. Lücke} and \textit{J. Eggert}, J. Mach. Learn. Res. 11, 2855--2900 (2010; Zbl 1242.62010) Full Text: Link
Vinh, Nguyen Xuan; Epps, Julien; Bailey, James Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. (English) Zbl 1242.62062 J. Mach. Learn. Res. 11, 2837-2854 (2010). MSC: 62H30 62B10 PDF BibTeX XML Cite \textit{N. X. Vinh} et al., J. Mach. Learn. Res. 11, 2837--2854 (2010; Zbl 1242.62062) Full Text: Link
Audibert, Jean-Yves; Bubeck, Sébastien Regret bounds and minimax policies under partial monitoring. (English) Zbl 1242.91034 J. Mach. Learn. Res. 11, 2785-2836 (2010). MSC: 91A60 68Q32 62M05 PDF BibTeX XML Cite \textit{J.-Y. Audibert} and \textit{S. Bubeck}, J. Mach. Learn. Res. 11, 2785--2836 (2010; Zbl 1242.91034) Full Text: Link
Cohn, Ido; El-Hay, Tal; Friedman, Nir; Kupferman, Raz Mean field variational approximation for continuous-time Bayesian networks. (English) Zbl 1242.68215 J. Mach. Learn. Res. 11, 2745-2783 (2010). MSC: 68T05 62F15 60J25 PDF BibTeX XML Cite \textit{I. Cohn} et al., J. Mach. Learn. Res. 11, 2745--2783 (2010; Zbl 1242.68215) Full Text: arXiv Link
Clark, Alexander; Eyraud, Rémi; Habrard, Amaury Using contextual representations to efficiently learn context-free languages. (English) Zbl 1242.68213 J. Mach. Learn. Res. 11, 2707-2744 (2010). MSC: 68T05 68Q45 PDF BibTeX XML Cite \textit{A. Clark} et al., J. Mach. Learn. Res. 11, 2707--2744 (2010; Zbl 1242.68213) Full Text: Link
Songsiri, Jitkomut; Vandenberghe, Lieven Topology selection in graphical models of autoregressive processes. (English) Zbl 1242.62104 J. Mach. Learn. Res. 11, 2671-2705 (2010). MSC: 62M10 05C90 90C25 PDF BibTeX XML Cite \textit{J. Songsiri} and \textit{L. Vandenberghe}, J. Mach. Learn. Res. 11, 2671--2705 (2010; Zbl 1242.62104) Full Text: Link
Shalev-Shwartz, Shai; Shamir, Ohad; Srebro, Nathan; Sridharan, Karthik Learnability, stability and uniform convergence. (English) Zbl 1242.68247 J. Mach. Learn. Res. 11, 2635-2670 (2010). MSC: 68T05 68Q32 62H30 62G08 PDF BibTeX XML Cite \textit{S. Shalev-Shwartz} et al., J. Mach. Learn. Res. 11, 2635--2670 (2010; Zbl 1242.68247) Full Text: Link
Dillon, Joshua V.; Lebanon, Guy Stochastic composite likelihood. (English) Zbl 1242.62019 J. Mach. Learn. Res. 11, 2597-2633 (2010). MSC: 62F10 65C60 62M40 65Y20 PDF BibTeX XML Cite \textit{J. V. Dillon} and \textit{G. Lebanon}, J. Mach. Learn. Res. 11, 2597--2633 (2010; Zbl 1242.62019) Full Text: Link
Xiao, Lin Dual averaging methods for regularized stochastic learning and online optimization. (English) Zbl 1242.62011 J. Mach. Learn. Res. 11, 2543-2596 (2010). MSC: 62C99 90C15 68T05 PDF BibTeX XML Cite \textit{L. Xiao}, J. Mach. Learn. Res. 11, 2543--2596 (2010; Zbl 1242.62011) Full Text: Link
Bouckaert, Remco R.; Frank, Eibe; Hall, Mark A.; Holmes, Geoffrey; Pfahringer, Bernhard; Reutemann, Peter; Witten, Ian H. WEKA – experiences with a Java open-source project. (English) Zbl 1242.68001 J. Mach. Learn. Res. 11, 2533-2541 (2010). MSC: 68-04 68T05 PDF BibTeX XML Cite \textit{R. R. Bouckaert} et al., J. Mach. Learn. Res. 11, 2533--2541 (2010; Zbl 1242.68001) Full Text: Link
Radovanović, Miloš; Nanopoulos, Alexandros; Ivanović, Mirjana Hubs in space: popular nearest neighbors in high-dimensional data. (English) Zbl 1242.62056 J. Mach. Learn. Res. 11, 2487-2531 (2010). MSC: 62H30 68T05 PDF BibTeX XML Cite \textit{M. Radovanović} et al., J. Mach. Learn. Res. 11, 2487--2531 (2010; Zbl 1242.62056) Full Text: Link
Koltchinskii, Vladimir Rademacher complexities and bounding the excess risk in active learning. (English) Zbl 1242.62088 J. Mach. Learn. Res. 11, 2457-2485 (2010). MSC: 62L99 62H30 68T05 PDF BibTeX XML Cite \textit{V. Koltchinskii}, J. Mach. Learn. Res. 11, 2457--2485 (2010; Zbl 1242.62088) Full Text: Link
Sun, Shiliang; Shawe-Taylor, John Sparse semi-supervised learning using conjugate functions. (English) Zbl 1242.68251 J. Mach. Learn. Res. 11, 2423-2455 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{S. Sun} and \textit{J. Shawe-Taylor}, J. Mach. Learn. Res. 11, 2423--2455 (2010; Zbl 1242.68251) Full Text: Link
Reid, Mark D.; Williamson, Robert C. Composite binary losses. (English) Zbl 1242.62058 J. Mach. Learn. Res. 11, 2387-2422 (2010). MSC: 62H30 65C60 PDF BibTeX XML Cite \textit{M. D. Reid} and \textit{R. C. Williamson}, J. Mach. Learn. Res. 11, 2387--2422 (2010; Zbl 1242.62058) Full Text: arXiv Link
Omidiran, Dapo; Wainwright, Martin J. High-dimensional variable selection with sparse random projections: measurement sparsity and statistical efficiency. (English) Zbl 1242.62070 J. Mach. Learn. Res. 11, 2361-2386 (2010). MSC: 62H99 65C60 PDF BibTeX XML Cite \textit{D. Omidiran} and \textit{M. J. Wainwright}, J. Mach. Learn. Res. 11, 2361--2386 (2010; Zbl 1242.62070) Full Text: arXiv Link
Pernkopf, Franz; Bilmes, Jeff A. Efficient heuristics for discriminative structure learning of Bayesian network classifiers. (English) Zbl 1242.68294 J. Mach. Learn. Res. 11, 2323-2360 (2010). MSC: 68T20 68T05 62H30 62F15 PDF BibTeX XML Cite \textit{F. Pernkopf} and \textit{J. A. Bilmes}, J. Mach. Learn. Res. 11, 2323--2360 (2010; Zbl 1242.68294) Full Text: Link
Mazumder, Rahul; Hastie, Trevor; Tibshirani, Robert Spectral regularization algorithms for learning large incomplete matrices. (English) Zbl 1242.68237 J. Mach. Learn. Res. 11, 2287-2322 (2010). MSC: 68T05 62H12 15A83 90C25 PDF BibTeX XML Cite \textit{R. Mazumder} et al., J. Mach. Learn. Res. 11, 2287--2322 (2010; Zbl 1242.68237) Full Text: Link
Yuan, Ming High dimensional inverse covariance matrix estimation via linear programming. (English) Zbl 1242.62043 J. Mach. Learn. Res. 11, 2261-2286 (2010). MSC: 62H12 90C05 62J05 PDF BibTeX XML Cite \textit{M. Yuan}, J. Mach. Learn. Res. 11, 2261--2286 (2010; Zbl 1242.62043) Full Text: Link
Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin Restricted eigenvalue properties for correlated Gaussian designs. (English) Zbl 1242.62071 J. Mach. Learn. Res. 11, 2241-2259 (2010). MSC: 62H99 15B52 PDF BibTeX XML Cite \textit{G. Raskutti} et al., J. Mach. Learn. Res. 11, 2241--2259 (2010; Zbl 1242.62071) Full Text: Link
Bordes, Antoine; Bottou, Léon; Gallinari, Patrick; Chang, Jonathan; Smith, S. Alex Erratum: SGDQN is less careful than expected. (English) Zbl 1242.68206 J. Mach. Learn. Res. 11, 2229-2240 (2010). MSC: 68T05 62H30 62J07 PDF BibTeX XML Cite \textit{A. Bordes} et al., J. Mach. Learn. Res. 11, 2229--2240 (2010; Zbl 1242.68206) Full Text: Link
Zhang, Zhihua; Dai, Guang; Xu, Congfu; Jordan, Michael I. Regularized discriminant analysis, ridge regression and beyond. (English) Zbl 1242.62067 J. Mach. Learn. Res. 11, 2199-2228 (2010). MSC: 62H30 62J07 15A18 PDF BibTeX XML Cite \textit{Z. Zhang} et al., J. Mach. Learn. Res. 11, 2199--2228 (2010; Zbl 1242.62067) Full Text: Link
Wu, Qiang; Guinney, Justin; Maggioni, Mauro; Mukherjee, Sayan Learning gradients: predictive models that infer geometry and statistical dependence. (English) Zbl 1242.62064 J. Mach. Learn. Res. 11, 2175-2198 (2010). MSC: 62H30 62J99 68T05 PDF BibTeX XML Cite \textit{Q. Wu} et al., J. Mach. Learn. Res. 11, 2175--2198 (2010; Zbl 1242.62064) Full Text: Link
Mooij, Joris M. LibDAI: a free and open source C++ library for discrete approximate inference in graphical models. (English) Zbl 1242.62004 J. Mach. Learn. Res. 11, 2169-2173 (2010). MSC: 62-04 68T05 PDF BibTeX XML Cite \textit{J. M. Mooij}, J. Mach. Learn. Res. 11, 2169--2173 (2010; Zbl 1242.62004) Full Text: Link
Yu, Guoqiang; Feng, Yuanjian; Miller, David J.; Xuan, Jianhua; Hoffman, Eric P.; Clarke, Robert; Davidson, Ben; Shih, Ie-Ming; Wang, Yue Matched gene selection and committee classifier for molecular classification of heterogeneous diseases. (English) Zbl 1242.92024 J. Mach. Learn. Res. 11, 2141-2167 (2010). MSC: 92C40 92C50 62H30 PDF BibTeX XML Cite \textit{G. Yu} et al., J. Mach. Learn. Res. 11, 2141--2167 (2010; Zbl 1242.92024) Full Text: Link
Fan, Yu; Xu, Jing; Shelton, Christian R. Importance sampling for continuous time Bayesian networks. (English) Zbl 1242.62012 J. Mach. Learn. Res. 11, 2115-2140 (2010). MSC: 62D05 05C90 68T37 PDF BibTeX XML Cite \textit{Y. Fan} et al., J. Mach. Learn. Res. 11, 2115--2140 (2010; Zbl 1242.62012) Full Text: Link
Hothorn, Torsten; Bühlmann, Peter; Kneib, Thomas; Schmid, Matthias; Hofner, Benjamin Model-based boosting 2.0. (English) Zbl 1242.68002 J. Mach. Learn. Res. 11, 2109-2113 (2010). MSC: 68-04 68T05 62-04 PDF BibTeX XML Cite \textit{T. Hothorn} et al., J. Mach. Learn. Res. 11, 2109--2113 (2010; Zbl 1242.68002) Full Text: Link
Cawley, Gavin C.; Talbot, Nicola L. C. On over-fitting in model selection and subsequent selection bias in performance evaluation. (English) Zbl 1242.62051 J. Mach. Learn. Res. 11, 2079-2107 (2010). MSC: 62H30 68T05 62J07 65C60 PDF BibTeX XML Cite \textit{G. C. Cawley} and \textit{N. L. C. Talbot}, J. Mach. Learn. Res. 11, 2079--2107 (2010; Zbl 1242.62051) Full Text: Link
Keshavan, Raghunandan H.; Montanari, Andrea; Oh, Sewoong Matrix completion from noisy entries. (English) Zbl 1242.62069 J. Mach. Learn. Res. 11, 2057-2078 (2010). MSC: 62H99 PDF BibTeX XML Cite \textit{R. H. Keshavan} et al., J. Mach. Learn. Res. 11, 2057--2078 (2010; Zbl 1242.62069) Full Text: Link
Ganchev, Kuzman; Graça, João; Gillenwater, Jennifer; Taskar, Ben Posterior regularization for structured latent variable models. (English) Zbl 1242.68223 J. Mach. Learn. Res. 11, 2001-2049 (2010). MSC: 68T05 68T50 PDF BibTeX XML Cite \textit{K. Ganchev} et al., J. Mach. Learn. Res. 11, 2001--2049 (2010; Zbl 1242.68223) Full Text: Link
Ilin, Alexander; Raiko, Tapani Practical approaches to principal component analysis in the presence of missing values. (English) Zbl 1242.62047 J. Mach. Learn. Res. 11, 1957-2000 (2010). MSC: 62H25 65C60 62F15 PDF BibTeX XML Cite \textit{A. Ilin} and \textit{T. Raiko}, J. Mach. Learn. Res. 11, 1957--2000 (2010; Zbl 1242.62047) Full Text: Link
Ralaivola, Liva; Szafranski, Marie; Stempfel, Guillaume Chromatic PAC-Bayes bounds for non-IID data: applications to ranking and stationary \(\beta \)-mixing processes. (English) Zbl 1242.62057 J. Mach. Learn. Res. 11, 1927-1956 (2010). MSC: 62H30 05C90 62F15 PDF BibTeX XML Cite \textit{L. Ralaivola} et al., J. Mach. Learn. Res. 11, 1927--1956 (2010; Zbl 1242.62057) Full Text: Link
Segata, Nicola; Blanzieri, Enrico Fast and scalable local kernel machines. (English) Zbl 1242.68246 J. Mach. Learn. Res. 11, 1883-1926 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{N. Segata} and \textit{E. Blanzieri}, J. Mach. Learn. Res. 11, 1883--1926 (2010; Zbl 1242.68246) Full Text: Link
Lázaro-Gredilla, Miguel; Quiñonero-Candela, Joaquin; Rasmussen, Carl Edward; Figueiras-Vidal, Aníbal R. Sparse spectrum Gaussian process regression. (English) Zbl 1242.62098 J. Mach. Learn. Res. 11, 1865-1881 (2010). MSC: 62M10 62M15 65C60 PDF BibTeX XML Cite \textit{M. Lázaro-Gredilla} et al., J. Mach. Learn. Res. 11, 1865--1881 (2010; Zbl 1242.62098) Full Text: Link
Ojala, Markus; Garriga, Gemma C. Permutation tests for studying classifier performance. (English) Zbl 1242.62035 J. Mach. Learn. Res. 11, 1833-1863 (2010). MSC: 62G10 62H30 68T05 PDF BibTeX XML Cite \textit{M. Ojala} and \textit{G. C. Garriga}, J. Mach. Learn. Res. 11, 1833--1863 (2010; Zbl 1242.62035) Full Text: Link
Baehrens, David; Schroeter, Timon; Harmeling, Stefan; Kawanabe, Motoaki; Hansen, Katja; Müller, Klaus-Robert How to explain individual classification decisions. (English) Zbl 1242.62049 J. Mach. Learn. Res. 11, 1803-1831 (2010). MSC: 62H30 68T05 PDF BibTeX XML Cite \textit{D. Baehrens} et al., J. Mach. Learn. Res. 11, 1803--1831 (2010; Zbl 1242.62049) Full Text: Link
Sonnenburg, Sören; Rätsch, Gunnar; Henschel, Sebastian; Widmer, Christian; Behr, Jonas; Zien, Alexander; De Bona, Fabio; Binder, Alexander; Gehl, Christian; Franc, Vojtěch The SHOGUN machine learning toolbox. (English) Zbl 1242.68003 J. Mach. Learn. Res. 11, 1799-1802 (2010). MSC: 68-04 68T05 62H30 PDF BibTeX XML Cite \textit{S. Sonnenburg} et al., J. Mach. Learn. Res. 11, 1799--1802 (2010; Zbl 1242.68003) Full Text: Link
Yoshida, Ryo; West, Mike Bayesian learning in sparse graphical factor models via variational mean-field annealing. (English) Zbl 1242.68261 J. Mach. Learn. Res. 11, 1771-1798 (2010). MSC: 68T05 62F15 62H30 PDF BibTeX XML Cite \textit{R. Yoshida} and \textit{M. West}, J. Mach. Learn. Res. 11, 1771--1798 (2010; Zbl 1242.68261) Full Text: Link
Verbancsics, Phillip; Stanley, Kenneth O. Evolving static representations for task transfer. (English) Zbl 1242.68255 J. Mach. Learn. Res. 11, 1737-1769 (2010). MSC: 68T05 PDF BibTeX XML Cite \textit{P. Verbancsics} and \textit{K. O. Stanley}, J. Mach. Learn. Res. 11, 1737--1769 (2010; Zbl 1242.68255) Full Text: Link
Jaimovich, Ariel; Meshi, Ofer; Mcgraw, Ian; Elidan, Gal FastInf: an efficient approximate inference library. (English) Zbl 1242.62003 J. Mach. Learn. Res. 11, 1733-1736 (2010). MSC: 62-04 68T37 68T05 05C90 PDF BibTeX XML Cite \textit{A. Jaimovich} et al., J. Mach. Learn. Res. 11, 1733--1736 (2010; Zbl 1242.62003) Full Text: Link
Hyvärinen, Aapo; Zhang, Kun; Shimizu, Shohei; Hoyer, Patrik O. Estimation of a structural vector autoregression model using non-Gaussianity. (English) Zbl 1242.62097 J. Mach. Learn. Res. 11, 1709-1731 (2010). MSC: 62M10 62H12 62M09 62H25 PDF BibTeX XML Cite \textit{A. Hyvärinen} et al., J. Mach. Learn. Res. 11, 1709--1731 (2010; Zbl 1242.62097) Full Text: Link
Forero, Pedro A.; Cano, Alfonso; Giannakis, Georgios B. Consensus-based distributed support vector machines. (English) Zbl 1242.68222 J. Mach. Learn. Res. 11, 1663-1707 (2010). MSC: 68T05 68M14 62H30 PDF BibTeX XML Cite \textit{P. A. Forero} et al., J. Mach. Learn. Res. 11, 1663--1707 (2010; Zbl 1242.68222) Full Text: Link
Spirtes, Peter Introduction to causal inference. (English) Zbl 1242.62009 J. Mach. Learn. Res. 11, 1643-1662 (2010). MSC: 62A99 PDF BibTeX XML Cite \textit{P. Spirtes}, J. Mach. Learn. Res. 11, 1643--1662 (2010; Zbl 1242.62009) Full Text: Link
El-Yaniv, Ran; Wiener, Yair On the foundations of noise-free selective classification. (English) Zbl 1242.68218 J. Mach. Learn. Res. 11, 1605-1641 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{R. El-Yaniv} and \textit{Y. Wiener}, J. Mach. Learn. Res. 11, 1605--1641 (2010; Zbl 1242.68218) Full Text: Link
Jaksch, Thomas; Ortner, Ronald; Auer, Peter Near-optimal regret bounds for reinforcement learning. (English) Zbl 1242.68229 J. Mach. Learn. Res. 11, 1563-1600 (2010). MSC: 68T05 90C40 PDF BibTeX XML Cite \textit{T. Jaksch} et al., J. Mach. Learn. Res. 11, 1563--1600 (2010; Zbl 1242.68229) Full Text: Link
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G. Hilbert space embeddings and metrics on probability measures. (English) Zbl 1242.60005 J. Mach. Learn. Res. 11, 1517-1561 (2010). MSC: 60B05 60B10 46N30 PDF BibTeX XML Cite \textit{B. K. Sriperumbudur} et al., J. Mach. Learn. Res. 11, 1517--1561 (2010; Zbl 1242.60005) Full Text: arXiv Link
Rodriguez-Lujan, Irene; Huerta, Ramon; Elkan, Charles; Santa Cruz, Carlos Quadratic programming feature selection. (English) Zbl 1242.68245 J. Mach. Learn. Res. 11, 1491-1516 (2010). MSC: 68T05 90C20 62H30 PDF BibTeX XML Cite \textit{I. Rodriguez-Lujan} et al., J. Mach. Learn. Res. 11, 1491--1516 (2010; Zbl 1242.68245) Full Text: Link
Chang, Yin-Wen; Hsieh, Cho-Jui; Chang, Kai-Wei; Ringgaard, Michael; Lin, Chih-Jen Training and testing low-degree polynomial data mappings via linear SVM. (English) Zbl 1242.68210 J. Mach. Learn. Res. 11, 1471-1490 (2010). MSC: 68T05 62H30 68T50 PDF BibTeX XML Cite \textit{Y.-W. Chang} et al., J. Mach. Learn. Res. 11, 1471--1490 (2010; Zbl 1242.68210) Full Text: Link
Carlsson, Gunnar; Mémoli, Facundo Characterization, stability and convergence of hierarchical clustering methods. (English) Zbl 1242.62050 J. Mach. Learn. Res. 11, 1425-1470 (2010). MSC: 62H30 PDF BibTeX XML Cite \textit{G. Carlsson} and \textit{F. Mémoli}, J. Mach. Learn. Res. 11, 1425--1470 (2010; Zbl 1242.62050) Full Text: Link
Gretton, Arthur; Györfi, László Consistent nonparametric tests of independence. (English) Zbl 1242.62033 J. Mach. Learn. Res. 11, 1391-1423 (2010). MSC: 62G10 62G20 62G30 PDF BibTeX XML Cite \textit{A. Gretton} and \textit{L. Györfi}, J. Mach. Learn. Res. 11, 1391--1423 (2010; Zbl 1242.62033) Full Text: Link
Ghiasi-Shirazi, Kamaledin; Safabakhsh, Reza; Shamsi, Mostafa Learning translation invariant kernels for classification. (English) Zbl 1242.68224 J. Mach. Learn. Res. 11, 1353-1390 (2010). MSC: 68T05 62H30 90C22 PDF BibTeX XML Cite \textit{K. Ghiasi-Shirazi} et al., J. Mach. Learn. Res. 11, 1353--1390 (2010; Zbl 1242.68224) Full Text: Link
Donmez, Pinar; Lebanon, Guy; Balasubramanian, Krishnakumar Unsupervised supervised learning. I: Estimating classification and regression errors without labels. (English) Zbl 1242.62054 J. Mach. Learn. Res. 11, 1323-1351 (2010). MSC: 62H30 68T05 62J99 PDF BibTeX XML Cite \textit{P. Donmez} et al., J. Mach. Learn. Res. 11, 1323--1351 (2010; Zbl 1242.62054) Full Text: Link
Gómez, Vicenç; Kappen, Hilbert J.; Chertkov, Michael Approximate inference on planar graphs using loop calculus and belief propagation. (English) Zbl 1242.05264 J. Mach. Learn. Res. 11, 1273-1296 (2010). MSC: 05C90 62A09 05C10 05C70 68T37 PDF BibTeX XML Cite \textit{V. Gómez} et al., J. Mach. Learn. Res. 11, 1273--1296 (2010; Zbl 1242.05264) Full Text: Link
Aoyagi, Miki Stochastic complexity and generalization error of a restricted Boltzmann machine in Bayesian estimation. (English) Zbl 1242.68200 J. Mach. Learn. Res. 11, 1243-1272 (2010). MSC: 68T05 PDF BibTeX XML Cite \textit{M. Aoyagi}, J. Mach. Learn. Res. 11, 1243--1272 (2010; Zbl 1242.68200) Full Text: Link
Vishwanathan, S. V. N.; Schraudolph, Nicol N.; Kondor, Risi; Borgwardt, Karsten M. Graph kernels. (English) Zbl 1242.05112 J. Mach. Learn. Res. 11, 1201-1242 (2010). MSC: 05C20 15A09 60G50 PDF BibTeX XML Cite \textit{S. V. N. Vishwanathan} et al., J. Mach. Learn. Res. 11, 1201--1242 (2010; Zbl 1242.05112) Full Text: Link
Yu, Jin; Vishwanathan, S. V. N.; Günter, Simon; Schraudolph, Nicol N. A quasi-Newton approach to nonsmooth convex optimization problems in machine learning. (English) Zbl 1242.90296 J. Mach. Learn. Res. 11, 1145-1200 (2010). MSC: 90C53 90C26 68T05 90C60 PDF BibTeX XML Cite \textit{J. Yu} et al., J. Mach. Learn. Res. 11, 1145--1200 (2010; Zbl 1242.90296) Full Text: arXiv Link
Krause, Andreas SFO: a toolbox for submodular function optimization. (English) Zbl 1242.68233 J. Mach. Learn. Res. 11, 1141-1144 (2010). MSC: 68T05 90C25 90C27 90-04 PDF BibTeX XML Cite \textit{A. Krause}, J. Mach. Learn. Res. 11, 1141--1144 (2010; Zbl 1242.68233) Full Text: Link
Shelton, Christian R.; Fan, Yu; Lam, William; Lee, Joon; Xu, Jing Continuous time Bayesian network reasoning and learning engine. (English) Zbl 1242.68248 J. Mach. Learn. Res. 11, 1137-1140 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{C. R. Shelton} et al., J. Mach. Learn. Res. 11, 1137--1140 (2010; Zbl 1242.68248) Full Text: Link
Chechik, Gal; Sharma, Varun; Shalit, Uri; Bengio, Samy Large scale online learning of image similarity through ranking. (English) Zbl 1242.68212 J. Mach. Learn. Res. 11, 1109-1135 (2010). MSC: 68T05 68W27 62H30 68U10 PDF BibTeX XML Cite \textit{G. Chechik} et al., J. Mach. Learn. Res. 11, 1109--1135 (2010; Zbl 1242.68212) Full Text: Link
Zhang, Tong Analysis of multi-stage convex relaxation for sparse regularization. (English) Zbl 1242.68262 J. Mach. Learn. Res. 11, 1081-1107 (2010). MSC: 68T05 90C26 PDF BibTeX XML Cite \textit{T. Zhang}, J. Mach. Learn. Res. 11, 1081--1107 (2010; Zbl 1242.68262) Full Text: Link
Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. Message-passing for graph-structured linear programs: proximal methods and rounding schemes. (English) Zbl 1242.90167 J. Mach. Learn. Res. 11, 1043-1080 (2010). MSC: 90C25 90C35 90C05 PDF BibTeX XML Cite \textit{P. Ravikumar} et al., J. Mach. Learn. Res. 11, 1043--1080 (2010; Zbl 1242.90167) Full Text: Link
Leskovec, Jure; Chakrabarti, Deepayan; Kleinberg, Jon; Faloutsos, Christos; Ghahramani, Zoubin Kronecker graphs: an approach to modeling networks. (English) Zbl 1242.05256 J. Mach. Learn. Res. 11, 985-1042 (2010). MSC: 05C82 05C85 68R10 PDF BibTeX XML Cite \textit{J. Leskovec} et al., J. Mach. Learn. Res. 11, 985--1042 (2010; Zbl 1242.05256) Full Text: arXiv Link
Mann, Gideon S.; Mccallum, Andrew Generalized expectation criteria for semi-supervised learning with weakly labeled data. (English) Zbl 1242.68236 J. Mach. Learn. Res. 11, 955-984 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{G. S. Mann} and \textit{A. Mccallum}, J. Mach. Learn. Res. 11, 955--984 (2010; Zbl 1242.68236) Full Text: Link
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano On spectral learning. (English) Zbl 1242.68201 J. Mach. Learn. Res. 11, 935-953 (2010). MSC: 68T05 62J07 PDF BibTeX XML Cite \textit{A. Argyriou} et al., J. Mach. Learn. Res. 11, 935--953 (2010; Zbl 1242.68201) Full Text: Link
Rosasco, Lorenzo; Belkin, Mikhail; De Vito, Ernesto On learning with integral operators. (English) Zbl 1242.62059 J. Mach. Learn. Res. 11, 905-934 (2010). MSC: 62H30 68T05 62H25 46N30 PDF BibTeX XML Cite \textit{L. Rosasco} et al., J. Mach. Learn. Res. 11, 905--934 (2010; Zbl 1242.62059) Full Text: Link
Laparra, Valero; Gutiérrez, Juan; Camps-Valls, Gustavo; Malo, Jesús Image denoising with kernels based on natural image relations. (English) Zbl 1242.94005 J. Mach. Learn. Res. 11, 873-903 (2010). MSC: 94A08 62H35 62B10 PDF BibTeX XML Cite \textit{V. Laparra} et al., J. Mach. Learn. Res. 11, 873--903 (2010; Zbl 1242.94005) Full Text: arXiv Link
Ben-Haim, Yael; Tom-Tov, Elad A streaming parallel decision tree algorithm. (English) Zbl 1242.68204 J. Mach. Learn. Res. 11, 849-872 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{Y. Ben-Haim} and \textit{E. Tom-Tov}, J. Mach. Learn. Res. 11, 849--872 (2010; Zbl 1242.68204) Full Text: Link
Huang, Fang-Lan; Hsieh, Cho-Jui; Chang, Kai-Wei; Lin, Chih-Jen Iterative scaling and coordinate descent methods for maximum entropy models. (English) Zbl 1242.68351 J. Mach. Learn. Res. 11, 815-848 (2010). MSC: 68T50 68T05 62H30 PDF BibTeX XML Cite \textit{F.-L. Huang} et al., J. Mach. Learn. Res. 11, 815--848 (2010; Zbl 1242.68351) Full Text: Link
Mohri, Mehryar; Rostamizadeh, Afshin Stability bounds for stationary \(\varphi \)-mixing and \(\beta \)-mixing processes. (English) Zbl 1242.68238 J. Mach. Learn. Res. 11, 789-814 (2010). MSC: 68T05 62H30 62J07 PDF BibTeX XML Cite \textit{M. Mohri} and \textit{A. Rostamizadeh}, J. Mach. Learn. Res. 11, 789--814 (2010; Zbl 1242.68238) Full Text: Link
Shivaswamy, Pannagadatta K.; Jebara, Tony Maximum relative margin and data-dependent regularization. (English) Zbl 1242.68249 J. Mach. Learn. Res. 11, 747-788 (2010). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{P. K. Shivaswamy} and \textit{T. Jebara}, J. Mach. Learn. Res. 11, 747--788 (2010; Zbl 1242.68249) Full Text: Link
Shi, Jianing; Yin, Wotao; Osher, Stanley; Sajda, Paul A fast hybrid algorithm for large-scale \(l_{1}\)-regularized logistic regression. (English) Zbl 1242.62078 J. Mach. Learn. Res. 11, 713-741 (2010). MSC: 62J12 68T05 65K05 65C60 PDF BibTeX XML Cite \textit{J. Shi} et al., J. Mach. Learn. Res. 11, 713--741 (2010; Zbl 1242.62078) Full Text: Link
Biau, Gérard; Cérou, Frédéric; Guyader, Arnaud On the rate of convergence of the bagged nearest neighbor estimate. (English) Zbl 1242.62025 J. Mach. Learn. Res. 11, 687-712 (2010). MSC: 62G05 62D05 62G08 PDF BibTeX XML Cite \textit{G. Biau} et al., J. Mach. Learn. Res. 11, 687--712 (2010; Zbl 1242.62025) Full Text: Link
Christoforou, Christoforos; Haralick, Robert; Sajda, Paul; Parra, Lucas C. Second-order bilinear discriminant analysis. (English) Zbl 1242.92037 J. Mach. Learn. Res. 11, 665-685 (2010). MSC: 92C55 62H30 94A12 65C20 PDF BibTeX XML Cite \textit{C. Christoforou} et al., J. Mach. Learn. Res. 11, 665--685 (2010; Zbl 1242.92037) Full Text: Link
Erhan, Dumitru; Bengio, Yoshua; Courville, Aaron; Manzagol, Pierre-Antoine; Vincent, Pascal; Bengio, Samy Why does unsupervised pre-training help deep learning? (English) Zbl 1242.68219 J. Mach. Learn. Res. 11, 625-660 (2010). MSC: 68T05 PDF BibTeX XML Cite \textit{D. Erhan} et al., J. Mach. Learn. Res. 11, 625--660 (2010; Zbl 1242.68219) Full Text: Link
Perry, Patrick O.; Owen, Art B. A rotation test to verify latent structure. (English) Zbl 1242.62044 J. Mach. Learn. Res. 11, 603-624 (2010). MSC: 62H15 62H25 62P10 PDF BibTeX XML Cite \textit{P. O. Perry} and \textit{A. B. Owen}, J. Mach. Learn. Res. 11, 603--624 (2010; Zbl 1242.62044) Full Text: Link
Ryabko, Daniil On finding predictors for arbitrary families of processes. (English) Zbl 1242.62108 J. Mach. Learn. Res. 11, 581-602 (2010). MSC: 62M20 62F15 62M10 PDF BibTeX XML Cite \textit{D. Ryabko}, J. Mach. Learn. Res. 11, 581--602 (2010; Zbl 1242.62108) Full Text: Link
Rieck, Konrad; Krueger, Tammo; Brefeld, Ulf; Müller, Klaus-Robert Approximate tree kernels. (English) Zbl 1242.68243 J. Mach. Learn. Res. 11, 555-580 (2010). MSC: 68T05 68P05 05C05 62H30 PDF BibTeX XML Cite \textit{K. Rieck} et al., J. Mach. Learn. Res. 11, 555--580 (2010; Zbl 1242.68243) Full Text: Link
Journée, Michel; Nesterov, Yurii; Richtárik, Peter; Sepulchre, Rodolphe Generalized power method for sparse principal component analysis. (English) Zbl 1242.62048 J. Mach. Learn. Res. 11, 517-553 (2010). MSC: 62H25 90C90 65C60 PDF BibTeX XML Cite \textit{M. Journée} et al., J. Mach. Learn. Res. 11, 517--553 (2010; Zbl 1242.62048) Full Text: arXiv Link
Varshney, Kush R.; Willsky, Alan S. Classification using geometric level sets. (English) Zbl 1242.62061 J. Mach. Learn. Res. 11, 491-516 (2010). MSC: 62H30 68T05 PDF BibTeX XML Cite \textit{K. R. Varshney} and \textit{A. S. Willsky}, J. Mach. Learn. Res. 11, 491--516 (2010; Zbl 1242.62061) Full Text: Link