Matrix regularization

Results: 56



#Item
41Regression analysis / Numerical linear algebra / Mathematical optimization / Least squares / Singular value decomposition / Tikhonov regularization / Degrees of freedom / Matrix / Rank / Algebra / Mathematics / Linear algebra

A Least Squares Formulation for Canonical Correlation Analysis Liang Sun [removed] Shuiwang Ji [removed]

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Source URL: www.machinelearning.org

Language: English - Date: 2008-05-10 17:33:10
42Matrix theory / Singular value decomposition / Data analysis / Operations research / Principal component analysis / Semidefinite programming / Eigenvalues and eigenvectors / Variance / Linear programming / Algebra / Mathematics / Linear algebra

Full Regularization Path for Sparse Principal Component Analysis Alexandre d’Aspremont ORFE, Princeton University, Princeton NJ 08544, USA. [removed]

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Source URL: www.machinelearning.org

Language: English - Date: 2008-12-01 11:24:18
43Econometrics / M-estimators / Regression analysis / Maximum likelihood / Supervised learning / Rotation matrix / Regularization / Linear regression / Dimensional analysis / Statistics / Estimation theory / Machine learning

Feature selection, L1 vs. L2 regularization, and rotational invariance Andrew Y. Ng Computer Science Department, Stanford University, Stanford, CA 94305, USA Abstract

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Source URL: www.machinelearning.org

Language: English - Date: 2008-12-01 11:20:54
44Matrix theory / Matrices / Multivariate statistics / Linear algebra / Data analysis / Mahalanobis distance / Matrix / Multivariate normal distribution / Covariance matrix / Algebra / Statistics / Mathematics

An Efficient Sparse Metric Learning in High-Dimensional Space via !1 -Penalized Log-Determinant Regularization Guo-Jun Qi [removed] Depart. ECE, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue

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Source URL: www.machinelearning.org

Language: English - Date: 2009-05-18 12:16:51
45Matrix theory / Singular value decomposition / Matrices / Data analysis / Matrix / Eigenvalues and eigenvectors / Normal distribution / Covariance matrix / Eigenvalue algorithm / Algebra / Linear algebra / Mathematics

Adaptive Regularization for Weight Matrices Koby Crammer Department of Electrical Engineering, Technion, Haifa 32000, Israel Gal Chechik The Gonda Brain Research Center, Bar Ilan University, and Google research

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:19:44
46Linear algebra / Data analysis / Singular value decomposition / Matrix theory / Splines / Smoothing spline / Smoothing / Principal component analysis / Tikhonov regularization / Algebra / Mathematics / Statistics

Electronic Journal of Statistics Vol[removed]–695 ISSN: [removed]DOI: [removed]EJS218 Functional principal components

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Source URL: www.stat.tamu.edu

Language: English - Date: 2008-07-23 22:08:48
47Numerical linear algebra / Singular value decomposition / Functional analysis / Matrix theory / QR decomposition / Rank / Subgradient method / Singular value / Kernel / Algebra / Linear algebra / Mathematics

Efficient and Practical Stochastic Subgradient Descent for Nuclear Norm Regularization Haim Avron Satyen Kale Shiva Prasad Kasiviswanathan

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Source URL: icml.cc

Language: English - Date: 2012-06-07 13:20:32
48Numerical linear algebra / Functional analysis / Matrix theory / Singular value decomposition / Regularization / Dragunov sniper rifle / Singular value / Algebra / Linear algebra / Mathematics

Two-way regularized SVD Two-way Regularized Matrix Decomposition Jianhua Huang Texas A&M University

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Source URL: srcos2014.blogs.rice.edu

Language: English - Date: 2014-08-01 09:58:15
49Matrix theory / Determinant / Fredholm determinant / Trace / Zeta function regularization / Eigenvalues and eigenvectors / Conic section / Spectrum / Riemann zeta function / Algebra / Mathematics / Linear algebra

PDF Document

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Source URL: www.ihes.fr

Language: English - Date: 2010-01-14 10:43:25
50Parametric statistics / Estimation theory / Machine learning / Linear regression / Regularization / Degrees of freedom / Hat matrix / Statistics / Regression analysis / Econometrics

Notation · {· · · } |·| 

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Source URL: www.amlbook.com

Language: English - Date: 2014-07-09 00:45:50
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