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Nonlinear dimensionality reduction
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81	Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps R. R. Coifman†, S. Lafon, A. B. Lee, M. Maggioni, B. Nadler, F. Warner, and S. W. Zucker‡ Department of Mat Add to Reading List Source URL: www.wisdom.weizmann.ac.il Language: English* - Date: 2006-02-15 16:01:29 Linear algebra Multivariable calculus Differential operators Fourier analysis Stochastic differential equations Nonlinear dimensionality reduction Laplace operator Heat equation Eigenvalues and eigenvectors Mathematical analysis Mathematics Calculus
82	MLPACK: A Scalable C++ Machine Learning Library Ryan R. Curtin Neil P. Slagle Add to Reading List Source URL: www.mlpack.org Language: English - Date: 2015-04-03 13:12:33 Free statistical software Data analysis Shogun Weka Non-negative matrix factorization Principal component analysis K-nearest neighbor algorithm Nonlinear dimensionality reduction Application programming interface Statistics Machine learning Multivariate statistics
83	Journal of Machine Learning Research2605 Submitted 5/08; Revised 9/08; PublishedVisualizing Data using t-SNE Laurens van der Maaten Add to Reading List Source URL: lvdmaaten.github.io Language: English - Date: 2015-04-12 20:13:26 Dimension reduction Cluster analysis Dimension Nonlinear dimensionality reduction Semidefinite embedding Multidimensional scaling Mixture model Principal component analysis Supervised learning Statistics Multivariate statistics Machine learning
84	Spectral Dimensionality Reduction via Learning Eigenfunctions Yoshua Bengio Thanks to Pascal Vincent, Jean-François Paiement, Olivier Delalleau, Marie Ouimet, and Nicolas Le Roux. Add to Reading List Source URL: clopinet.com Language: English - Date: 2003-12-20 10:53:48 Dimension reduction Computational statistics Dimension Nonlinear dimensionality reduction Isomap Spectral clustering Eigenvalues and eigenvectors Unsupervised learning Supervised learning Statistics Multivariate statistics Machine learning
85	Learning a Parametric Embedding by Preserving Local Structure Laurens van der Maaten TiCC, Tilburg University P.O. Box 90153, 5000 LE Tilburg, The Netherlands Add to Reading List Source URL: lvdmaaten.github.io Language: English - Date: 2015-04-12 20:13:26 Machine learning Computational neuroscience Dimension reduction Nonlinear dimensionality reduction Artificial neural network Non-parametric statistics Autoencoder Supervised learning Backpropagation Statistics Neural networks Multivariate statistics
86	Metric Learning of Manifolds Dominique Perrault-Joncas and Marina Meil˘a Department of Statistics University of Washington {mmp,dcpj}@stat.washington.edu Add to Reading List Source URL: www.stat.washington.edu Language: English - Date: 2013-07-05 13:49:42 Differential topology Differential geometry Dimension reduction Multivariate statistics Computational statistics Nonlinear dimensionality reduction Isomap Manifold Tangent space Topology Mathematics Statistics
87	Probabilistic Expression Analysis on Manifolds Ya Chang Changbo Hu Matthew Turk University of California, Santa Barbara {yachang, cbhu, mturk}@cs.ucsb.edu Abstract Add to Reading List Source URL: www.recveb.ucsb.edu Language: English Differential topology Differential geometry Maps of manifolds General topology Nonlinear dimensionality reduction Manifold Differentiable manifold Lipschitz continuity Embedding Topology Mathematics Mathematical analysis
88	Clustering by weighted cuts in directed graphs Marina Meil˘a Department of Statistics University of Washington [removed] Add to Reading List Source URL: www.stat.washington.edu Language: English - Date: 2007-04-10 20:21:09 Multivariate statistics Linear algebra Matrices Cluster analysis Matrix theory Spectral clustering Eigenvalues and eigenvectors Matrix Nonlinear dimensionality reduction Statistics Algebra Mathematics
89	Manifold Based Analysis of Facial Expression Changbo Hu, Ya Chang, Rogerio Feris, and Matthew Turk University of California, Santa Barbara {cbhu, yachang, rferis, mturk}@cs.ucsb.edu Abstract We propose a novel approach f Add to Reading List Source URL: www.recveb.ucsb.edu Language: English Face recognition Computational statistics Nonlinear dimensionality reduction Isomap Facial recognition system Generalized method of moments Mixture model Pattern recognition Manifold Statistics Machine learning Dimension reduction
90	Clustering by weighted cuts in directed graphs Marina Meil˘a Department of Statistics University of Washington [removed] Add to Reading List Source URL: www.stat.washington.edu Language: English - Date: 2007-04-19 13:47:59 Multivariate statistics Linear algebra Matrices Cluster analysis Matrix theory Spectral clustering Eigenvalues and eigenvectors Matrix Nonlinear dimensionality reduction Statistics Algebra Mathematics

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