PAC-Bayesian AUC classification and scoring
暂无分享,去创建一个
[1] Stéphan Clémençon,et al. A stochastic SIR model with contact-tracing: large population limits and statistical inference , 2008, Journal of biological dynamics.
[2] Tom Heskes,et al. Efficient Bayesian multivariate fMRI analysis using a sparsifying spatio-temporal prior , 2010, NeuroImage.
[3] Ole Winther,et al. Gaussian Processes for Classification: Mean-Field Algorithms , 2000, Neural Computation.
[4] Carl E. Rasmussen,et al. Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.
[5] M. Seeger. Expectation Propagation for Exponential Families , 2005 .
[6] Pierre Alquier. PAC-Bayesian bounds for randomized empirical risk minimizers , 2007, 0712.1698.
[7] E. Mammen,et al. Smooth Discrimination Analysis , 1999 .
[8] Michael C. Mozer,et al. Optimizing Classifier Performance via an Approximation to the Wilcoxon-Mann-Whitney Statistic , 2003, ICML.
[9] Sara van de Geer,et al. Statistics for High-Dimensional Data: Methods, Theory and Applications , 2011 .
[10] Ajay Jasra,et al. On population-based simulation for static inference , 2007, Stat. Comput..
[11] T. J. Mitchell,et al. Bayesian Variable Selection in Linear Regression , 1988 .
[12] Pierre Alquier,et al. Sparse single-index model , 2011, J. Mach. Learn. Res..
[13] Daniel Hernández-Lobato,et al. Generalized spike-and-slab priors for Bayesian group feature selection using expectation propagation , 2013, J. Mach. Learn. Res..
[14] Van Der Vaart,et al. Adaptive Bayesian estimation using a Gaussian random field with inverse Gamma bandwidth , 2009, 0908.3556.
[15] Tom Minka,et al. Expectation Propagation for approximate Bayesian inference , 2001, UAI.
[16] John Shawe-Taylor,et al. A PAC analysis of a Bayesian estimator , 1997, COLT '97.
[17] David A. McAllester. Some PAC-Bayesian Theorems , 1998, COLT' 98.
[18] Mehryar Mohri,et al. AUC Optimization vs. Error Rate Minimization , 2003, NIPS.
[19] G. Lugosi,et al. Ranking and empirical minimization of U-statistics , 2006, math/0603123.
[20] E. George,et al. Journal of the American Statistical Association is currently published by American Statistical Association. , 2007 .
[21] Yoram Singer,et al. An Efficient Boosting Algorithm for Combining Preferences by , 2013 .
[22] P. Moral,et al. Sequential Monte Carlo samplers , 2002, cond-mat/0212648.
[23] P. Massart,et al. Concentration inequalities and model selection , 2007 .
[24] Guillaume Lecué. Méthodes d'agrégation : optimalité et vitesses rapides , 2007 .
[25] Sylvain Robbiano. Upper bounds and aggregation in bipartite ranking , 2013 .
[26] Veronika Rockova,et al. EMVS: The EM Approach to Bayesian Variable Selection , 2014 .
[27] Nasser M. Nasrabadi,et al. Pattern Recognition and Machine Learning , 2006, Technometrics.