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#	Item
41	Dimensionality Reduction A Short Tutorial Ali Ghodsi Department of Statistics and Actuarial Science University of Waterloo Waterloo, Ontario, Canada, 2006 Add to Reading List Source URL: www.math.uwaterloo.ca Language: English - Date: 2006-09-22 01:34:17 Dimension reduction Signal processing Singular value decomposition Data analysis Principal component analysis Nonlinear dimensionality reduction Kernel principal component analysis Isomap Eigenvalues and eigenvectors Statistics Algebra Multivariate statistics
42	Computing Semantics of Preference with a Semantic Cognitive Map of Natural Language: Application to Mood Sensing from Text Alexei V. Samsonovich and Giorgio A. Ascoli Krasnow Institute for Advanced Study, George Mason Un Add to Reading List Source URL: binf.gmu.edu Language: English - Date: 2008-05-06 07:04:32 Linguistics Multidimensional scaling Semantics Latent semantic analysis Nonlinear dimensionality reduction Opposite Isomap Cognitive science Language Statistics Multivariate statistics Science
43	CSNA-2007 Abstracts (Ordered alphabetically by first author’s name) The 2007 Meeting of the Classification Society of North America is Sponsored by National Center for Supercomputing Applications, the UIUC College of E Add to Reading List Source URL: www.classification-society.org Language: English - Date: 2011-01-01 16:49:35 Data analysis Geostatistics Cluster analysis Data mining Document clustering Dimension reduction Statistical classification K-means clustering Isomap Statistics Machine learning Multivariate statistics
44	Non-Isometric Manifold Learning: Analysis and an Algorithm Piotr Doll´ar PDOLLAR @ CS . UCSD . EDU Vincent Rabaud Add to Reading List Source URL: www.machinelearning.org Language: English - Date: 2008-12-01 11:24:14 Geometric topology Differential geometry Differential topology Mathematics Dimension reduction Nonlinear dimensionality reduction Isomap Manifold Differentiable manifold Statistics Topology Multivariate statistics
45	Announcements • Presentation assignments – on class web page. • Midterm Histogram: Add to Reading List Source URL: www.cs.umd.edu Language: English - Date: 2009-03-25 11:40:58 Computational statistics Isomap Dimension reduction Multidimensional scaling Riemannian manifold Geodesic Euclidean space Distance matrix Nonlinear dimensionality reduction Statistics Multivariate statistics Geometry
46	Geometry-aware Metric Learning Zhengdong Lu LUZ @ CS . UTEXAS . EDU Prateek Jain PJAIN @ CS . UTEXAS . EDU Add to Reading List Source URL: www.machinelearning.org Language: English - Date: 2009-05-18 12:17:11 Multivariate statistics Statistical classification Signal processing Support vector machine Nonlinear dimensionality reduction Kernel principal component analysis Isomap Large margin nearest neighbor Supervised learning Statistics Machine learning Artificial intelligence
47	Action Respecting Embedding Michael Bowling Department of Computing Science, University of Alberta, Edmonton AB, Canada BOWLING @ CS . UALBERTA . CA Add to Reading List Source URL: www.machinelearning.org Language: English - Date: 2008-12-01 11:15:57 Multivariate statistics Dimension reduction Computational statistics Singular value decomposition Linear algebra Nonlinear dimensionality reduction Semidefinite embedding Isomap Manifold Statistics Algebra Mathematics
48	Estimating Manifold Dimension by Inversion Add to Reading List Source URL: www.sandia.gov Language: English - Date: 2013-12-09 16:27:30 Dimension reduction Computational statistics Differential topology Dimension Nonlinear dimensionality reduction Semidefinite embedding Isomap Manifold Embedding Statistics Multivariate statistics Mathematics
49	An Iterative Locally Linear Embedding Algorithm Add to Reading List Source URL: icml.cc Language: English - Date: 2012-06-07 13:20:54 Spectral clustering Cluster analysis Dimension reduction Kernel trick K-means clustering Principal component analysis Isomap Graph partition Mutual information Statistics Multivariate statistics Nonlinear dimensionality reduction
50	A Fast Approximation to Multidimensional Scaling Tynia Yang1 , Jinze Liu1 , Leonard McMillan1 , and Wei Wang1 University of Chapel Hill at North Carolina, Chapel Hill NC 27599, USA {tynia, liuj, mcmillan, weiwang}@cs.unc Add to Reading List Source URL: www.cs.ucla.edu Language: English - Date: 2006-05-03 19:51:00 Mathematics Multidimensional scaling Isomap Nonlinear dimensionality reduction Principal component analysis Fast Fourier transform Eigenvalues and eigenvectors Force-based algorithms Matrix Statistics Multivariate statistics Algebra

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