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View Library Guide - Computer Science
Author Wang, Jianzhong, 1946-
Title Geometric structure of high-dimensional data and dimensionality reduction [electronic resource] / Jianzhong Wang.
Publication Info. Beijing ; Higher Education Press ; Berlin ; New York : Springer, c2012.
Location Call No. Status Notes
 Libraries Electronic Books  ELECTRONIC BOOKS-DDA    AVAIL. ONLINE
Description 1 online resource.
Bibliography Includes bibliographical references and index.
Contents Part 1. Introduction -- Introduction -- Part I. Data Geometry -- Preliminary Calculus on Manifolds -- Geometric Structure of High-Dimensional Data -- Data Models and Structures of Kernels of DR -- Part II. Linear Dimensionality Reduction -- Principal Component Analysis -- Classical Multidimensional Scaling -- Random Projection -- Part III. Nonlinear Dimensionality Reduction -- Isomaps -- Maximum Variance Unfolding -- Locally Linear Embedding -- Local Tangent Space Alignment -- Laplacian Eigenmaps -- Hessian Locally Linear Embedding -- Diffusion Maps -- Fast Algorithms for DR Approximation.
Reproduction Electronic reproduction. Perth, W.A. Available via World Wide Web.
Subject Data structures (Computer science)
Computer science.
Data structures (Computer science).
Data mining.
Mathematics.
Probability and Statistics in Computer Science.
Applications of Mathematics.
Data Structures, Cryptology and Information Theory.
Added Author Ebooks Corporation
ISBN 9783642274978 (electronic bk.)
3642274978 (electronic bk.)
9783642274961
9787040317046
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