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The book starts with the quote of the classical Pearson definition of PCA and includes reviews of various methods: NLPCA, ICA, MDS, embedding and clustering alg
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"Geometric Structure of High-Dimensional Data and Dimensionality Reduction" adopts data geometry as a framework to address various methods of dimensionality red
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This book describes established and advanced methods for reducing the dimensionality of numerical databases. Each description starts from intuitive ideas, devel