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Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization: Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization

(Bog, Hardback, Engelsk)
Forfattere: B.K. (Vellore Institute of Technology Tripathy, Anveshrithaa (Vellore Institute of Technology Sundareswaran, Shrusti (Vellore Institute of Technology Ghela
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization: Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Forlag: Taylor & Francis Ltd

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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.

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Forlag Taylor & Francis Ltd
Forfattere B.K. (Vellore Institute of Technology Tripathy, Anveshrithaa (Vellore Institute of Technology Sundareswaran, Shrusti (Vellore Institute of Technology Ghela
Type Bog
Format Hardback
Sprog Engelsk
Udgivelsesdato 02-09-2021
Første udgivelsesår 2021
Illustrationer 46 Line drawings, black and white; 46 Illustrations, black and white
Originalsprog United Kingdom
Sideantal 160
Indbinding Hardback
Forlag Taylor & Francis Ltd
Sideoplysninger 160 pages, 46 Line drawings, black and white; 46 Illustrations, black and white
Mål 234 x 156
ISBN-13 / EAN-13 9781032041018