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 文件名 类型  大小   日期   描述   作者
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bartlett <dir> 01/22/2019 01:13:22 PM none none
Bin Zou <dir> 01/22/2019 01:13:22 PM none none
butcher <dir> 01/22/2019 01:13:22 PM none none
Cucker <dir> 03/30/2022 11:09:48 AM none none
differential privacy <dir> 01/22/2019 01:13:23 PM none none
elastic net <dir> 01/22/2019 01:13:25 PM none none
Guibo Ye <dir> 01/22/2019 01:13:25 PM none none
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PHD thesis <dir> 09/28/2019 06:40:14 PM none none
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Quanwu Xiao <dir> 01/22/2019 01:13:27 PM none none
Regularized sliced inverse regression for kernel models <dir> 01/22/2019 01:13:27 PM none none
Sayan Mukherjee <dir> 01/22/2019 01:13:28 PM none none
semi-supervised learning <dir> 01/22/2019 01:13:28 PM none none
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steinwart <dir> 06/06/2020 08:00:06 AM none none
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A note on different covering numbers in Learning Theory.pdf 138KB 05/17/2009 11:52:18 PM none none
A Supplementary Sample Non-Parametric Empirical Bayes Approach to Some Statistical Decision Problems.pdf 215KB 01/25/2008 12:39:14 AM none none
A tail inequality for suprema of unbounded.PDF 339KB 08/19/2011 02:00:18 PM none none
Adaptive Model Selection Using Empirical Complexities.pdf 292KB 05/15/2009 09:29:36 PM none none
alon97.pdf 260KB 10/31/2015 08:21:10 PM none none
An Asymptotic Theory for Sliced Inverse Regression.PDF 502KB 03/11/2008 07:34:38 PM none none
An Introduction to Lagrange Multipliers.doc 107KB 08/08/2008 10:26:02 PM none none
Analysis of Support Vector Machines Regression.pdf 522KB 11/10/2008 08:52:36 PM none none
approxCluster_tr[1].pdf 292KB 06/23/2009 05:12:28 PM none none
Approximation in learning theory.PDF 394KB 01/20/2011 04:14:40 PM none none
arxiv0903.3002.pdf 6240KB 12/24/2010 12:05:02 PM none none
Concentration inequalities for dependent random variables via the martingale method.pdf 324KB 05/04/2010 08:49:24 PM none none
Concentration Inequalities.PDF 256KB 08/31/2011 11:27:06 PM none none
Consistency of empirical risk minimization for unbounded loss functions.pdf 157KB 11/26/2008 07:13:58 PM none none
Consistent estimation of the dimensionality in sliced inverse regression.PDF 246KB 03/10/2008 05:32:42 PM none none
Covering Number Bounds of Certain Regularized Linear Function Classes.pdf 227KB 05/29/2009 08:29:10 PM none none
Detecting the community structure in complex networks based on quantum mechanics.pdf 779KB 07/26/2008 11:52:20 PM none none
Dimension Reduction for Conditional Mean in Regression.PDF 438KB 03/11/2008 06:25:06 PM none none
Dimensionality Reduction for Supervised Learning with Reproducing Kernel Hilbert Spaces.pdf 333KB 07/31/2008 12:14:40 AM none none
Elastic-net regularization in learning theory.PDF 1300KB 01/20/2011 04:04:50 PM none none
Estimating Surface Normals in Noisy Point Cloud Data.pdf 445KB 12/18/2008 06:45:46 PM none none
Extending Sliced Inverse Regression The Weighted Chi-Squared Test.PDF 322KB 03/11/2008 11:53:36 PM none none
Fast Rates for Support Vector Machines using Gaussian Kernels.pdf 403KB 07/21/2009 01:02:20 AM none none
hoeffding63.pdf 874KB 11/15/2015 08:23:34 AM none none
Implicit Surface Modelling with a Globally Regularised Basis of Compact Support.pdf 1702KB 07/18/2008 07:38:46 PM none none
Injective Hilbert Space Embeddings of Probability Measures.pdf 318KB 07/25/2008 07:38:36 PM none none
Lagrange Multipliers without Permanent Scarring.pdf 245KB 08/08/2008 10:26:02 PM none none
Learning from non-identical sampling for classification.pdf 394KB 11/10/2010 05:18:18 PM none none
learning rates of least-square____ regression with l_1 regularizers.pdf 135KB 12/09/2009 05:37:00 PM none none
Learning Trigonometric Polynomials from Random Samples and Exponential Inequalities for Eigenvalues of Random Matrices.pdf 207KB 02/01/2008 07:46:04 PM none none
least square regularized regression with non i.i.d sampling.pdf 188KB 12/09/2009 05:36:04 PM none none
Local Rademacher complexities.pdf 426KB 05/15/2009 09:20:46 PM none none
Logarithmic Potential Theory with Applications to Approximation Theory.PDF 323KB 12/07/2009 06:08:06 PM none none
Making Indefinite Kernel Learning Practical.PDF 229KB 01/10/2013 09:25:18 PM none none
Max-margin Classification of Data with Absent Features.pdf 282KB 11/11/2009 06:22:02 PM none none
Measurement Error Regression with Unknown Link Dimension Reduction and Data Visualization.PDF 390KB 03/11/2008 02:30:24 AM none none
MIT-CSAIL-TR-2008-070.pdf 1579KB 12/23/2008 05:40:34 PM none none
Model Selection for Regularized Least-Squares Algorithm in Learning Theory.pdf 318KB 07/19/2009 06:31:44 AM none none
Multicategory support vector machines.pdf 837KB 02/23/2010 08:52:24 PM none none
Non-uniform Randomized Sampling for Multivariate Approximation by High Order Parzen Windows.pdf 176KB 12/09/2008 05:26:10 PM none none
Nonlinear Dimension Reduction with Kernel Sliced Inverse Regression.pdf 488KB 10/20/2008 06:33:18 PM none none
nonparametric change-point estimation.pdf 923KB 12/03/2009 09:28:46 PM none none
nonparametric independent component analysis.pdf 152KB 08/01/2008 04:51:06 AM none none
On Early Stopping in Gradient Descent Learning.pdf 286KB 03/09/2010 07:48:16 PM none none
On kernel method for sliced average variance estimation.PDF 260KB 03/10/2008 09:08:48 PM none none
ON MODEL SELECTION CONSISTENCY OF LASSO.pdf 192KB 11/03/2008 06:32:46 PM none none
On Recovery of Sparse Signals via l1 Minimization.pdf 222KB 01/20/2010 10:13:56 PM none none
On the influence of the kernel on the consistency of support vector machines.pdf 288KB 11/18/2009 11:46:46 PM none none
On the V-gamma dimension for regression in Reproducing Kernel Hilbert Spaces.pdf 162KB 02/21/2010 07:23:24 PM none none
Optimal global rates of convergence for nonparametric regression with unbounded data.pdf 199KB 07/26/2009 08:19:10 AM none none
Optimal Rates for the Regularized Least-Squares Algorithm.pdf 436KB 02/25/2010 01:55:30 AM none none
parzen62.pdf 770KB 03/10/2014 01:30:18 PM none none
probability inequalities for sums of independent random variables.pdf 374KB 02/20/2009 11:19:16 PM none none
randomdesign-arxiv.pdf 322KB 08/09/2011 07:59:20 PM none none
Rates of Convergence for Empirical Processes of Stationary Mixing Sequences.pdf 1808KB 04/20/2010 05:20:12 PM none none
regression shrinkage and selection via the lasso.pdf 2001KB 11/10/2008 09:20:42 PM none none
REGRESSION_QUANTILES.pdf 711KB 04/11/2015 11:05:18 PM none none
Regularization and statistical learning theory for data analysis.pdf 118KB 01/26/2010 09:07:16 PM none none
REGULARIZATION IN KERNEL LEARNING.pdf 345KB 02/25/2010 07:58:46 PM none none
Regularization Networks and Support Vector Machines.pdf 404KB 01/26/2010 09:23:52 PM none none
Regularized least square regression with dependent samples.pdf 361KB 07/31/2009 06:36:50 PM none none
regularizers for structured sparsity.pdf 418KB 12/24/2010 11:40:48 AM none none
rejchel12a.pdf 154KB 08/12/2012 08:56:34 PM none none
Robust uncertainty principles exact signal reconstruction from highly incomplete frequency information.pdf 1153KB 01/02/2009 01:59:32 AM none none
rosasco05.PDF 226KB 08/12/2010 07:53:16 PM none none
Rosasco10a.pdf 224KB 07/03/2010 08:45:50 PM none none
RSIR Regularized Sliced Inverse Regression for Motif Discovery.PDF 700KB 03/19/2008 11:20:22 PM none none
sensitivity.pdf 279KB 07/08/2015 09:14:31 PM none none
Sliced Inverse Regression with Regularizations.PDF 185KB 03/19/2008 10:47:38 PM none none
Sliced mean variance–covariance inverse regression.PDF 928KB 03/10/2008 04:57:52 PM none none
Some Sharp Performance Bounds for Least Squares Regression with L1 Regularization.PDF 338KB 05/08/2009 05:07:42 PM none none
sparse online learning via truncated gradient.pdf 281KB 10/27/2009 05:37:04 PM none none
spectral algorithms for supervised learning.pdf 340KB 08/09/2008 08:09:06 PM none none
Stability Bounds for Stationary j-mixing and b-mixing Processes.pdf 203KB 04/26/2010 08:50:28 PM none none
Statistical Consistency of Kernel Canonical Correlation Analysis.pdf 360KB 07/25/2008 07:37:30 PM none none
Statistical performance of support vector machines.pdf 456KB 05/20/2009 12:43:52 AM none none
Structural Risk Minimization over Data-Dependent Hierarchies.pdf 218KB 05/08/2010 05:49:04 PM none none
subgaussian random variables.pdf 104KB 08/09/2011 01:02:58 PM none none
Sufficient Dimension Reduction in Regressions with Categorical Predictors.pdf 478KB 01/24/2008 06:34:22 PM none none
The Empirical Bayes Approach Estimating the Prior Distribution.pdf 102KB 01/25/2008 12:39:14 AM none none
THEORY OF CLASSIFICATION A SURVEY OF SOME RECENT ADVANCES.PDF 495KB 06/03/2012 10:19:32 AM none none
variable selection via nonconcave penalized likelyhood and its oracle properties.pdf 390KB 04/04/2003 12:20:54 PM none none
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