Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization - Tripathy, B.K. (Vellore Institute of Technology, Vellore, India.) - Books - Taylor & Francis Ltd - 9781032041018 - September 2, 2021
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Tripathy, B.K. (Vellore Institute of Technology, Vellore, India.)
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization 1st edition

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This book describes algorithms like Locally Linear Embedding, Laplacian eigenmaps, Semidefinite Embedding, t-SNE to resolve the problem of dimensionality reduction in case of non-linear relationships within the data. Underlying mathematical concepts, derivations, proofs, strengths and limitations of these algorithms are discussed as well.

216 pages, 46 Line drawings, black and white; 46 Illustrations, black and white

Media Books     Hardcover Book   (Book with hard spine and cover)
Released September 2, 2021
ISBN13 9781032041018
Publishers Taylor & Francis Ltd
Pages 160
Dimensions 150 × 220 × 20 mm   ·   480 g
Language English  

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