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Matrix regularization
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11	Learning Evolving and Emerging Topics in Social Media: A Dynamic NMF approach with Temporal Regularization Ankan Saha∗ Vikas Sindhwani Add to Reading List Source URL: people.cs.uchicago.edu Language: English - Date: 2012-01-12 12:52:28 Statistical natural language processing Linear algebra Matrix theory Multivariate statistics Numerical linear algebra Non-negative matrix factorization Online NMF Topic model Dynamic topic model Algebra Mathematics Statistics
12	Microsoft Word - ijita12-3.doc Add to Reading List Source URL: www.foibg.com Language: English - Date: 2015-02-02 08:42:07 Numerical linear algebra Regression analysis Matrix theory Estimation theory Tikhonov regularization Singular value decomposition Linear least squares Rank QR decomposition Algebra Mathematics Linear algebra
13	Intra- and Inter-sparse Multiple Output Regression with Application on Environmental Microbial Community Study Jie Yang† , Henry C.M. Leung† , S.M. Yiu† , Yunpeng Cai‡ , Francis Y.L. Chin† * † Department of Add to Reading List Source URL: i.cs.hku.hk Language: English - Date: 2014-02-11 21:17:30 Estimation theory Linear algebra Machine learning Elastic net regularization Linear regression Tikhonov regularization Matrix Regularization Markov chain Statistics Regression analysis Econometrics
14	Accelerated Training for Matrix-norm Regularization: A Boosting Approach Xinhua Zhang∗, Yaoliang Yu and Dale Schuurmans Department of Computing Science, University of Alberta, Edmonton AB T6G 2E8, Canada {xinhua2,yaoli Add to Reading List Source URL: webdocs.cs.ualberta.ca Language: English - Date: 2012-11-10 01:59:53 Mathematical optimization Numerical linear algebra Convex optimization Operations research Singular value decomposition BFGS method Least squares Sparse approximation Vector space Algebra Mathematics Linear algebra
15	Rank/Norm Regularization with Closed-Form Solutions: Application to Subspace Clustering Yao-Liang Yu Department of Computing Science University of Alberta Add to Reading List Source URL: webdocs.cs.ualberta.ca Language: English - Date: 2011-08-15 14:30:00 Matrix theory Functional analysis Operator theory Numerical linear algebra Singular value decomposition Matrix norm Projection Trace Rank Algebra Mathematics Linear algebra
16	JMLR: Workshop and Conference ProceedingsWorkshop on Machine Learning for Social Computing Dynamic NMFs with Temporal Regularization for Online Analysis of Streaming Text Add to Reading List Source URL: people.cs.uchicago.edu Language: English - Date: 2011-06-02 14:30:57 Linear algebra Matrix theory Operations research Numerical linear algebra Topic model Dynamic topic model Latent Dirichlet allocation Mathematical optimization Non-negative matrix factorization Algebra Mathematics Statistical natural language processing
17	Electronic Journal of Statistics Vol–695 ISSN: DOI: EJS218 Functional principal components Add to Reading List Source URL: www-stat.wharton.upenn.edu Language: English - Date: 2009-09-20 22:43:32 Linear algebra Data analysis Singular value decomposition Matrix theory Splines Smoothing spline Smoothing Principal component analysis Tikhonov regularization Algebra Mathematics Statistics
18	Regularized Laplacian Estimation and Fast Eigenvector Approximation Patrick O. Perry Information, Operations, and Management Sciences NYU Stern School of Business Add to Reading List Source URL: www.cs.yale.edu Language: English - Date: 2012-08-14 01:08:22 Linear algebra Matrix theory Differential operators Algebraic graph theory Laplacian matrix matrices Laplace operator Eigenvalues and eigenvectors Tikhonov regularization Algebra Mathematics Mathematical analysis
19	Approximate Computation and Implicit Regularization for Very Large-scale Data Analysis Michael W. Mahoney Department of Mathematics Stanford University Stanford, CA 94305 Add to Reading List Source URL: www.cs.yale.edu Language: English - Date: 2012-05-21 20:27:46 Linear algebra NP-complete problems Matrix theory Computational complexity theory Graph partition Approximation algorithm Algorithm Graph theory Eigenvalues and eigenvectors Mathematics Algebra Theoretical computer science
20	A Randomized Algorithm for CCA Nikos Karampatziakis Microsoft CISL Add to Reading List Source URL: arxiv.org Language: English - Date: 2014-11-13 20:43:15 Linear algebra Multivariate statistics Matrix theory Functional analysis Singular value decomposition Randomized algorithm Tikhonov regularization Algorithm Power iteration Algebra Mathematics Numerical linear algebra

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