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Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization Tripathy, B.K. (Vellore Institute of Technology, Vellore, India.)
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Tripathy, B.K. (Vellore Institute of Technology, Vellore, India.)
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.
160 pages, 46 Line drawings, black and white; 46 Illustrations, black and white
| Media | Books Paperback Book (Book with soft cover and glued back) |
| Released | September 25, 2023 |
| ISBN13 | 9781032041032 |
| Publishers | Taylor & Francis Ltd |
| Pages | 160 |
| Dimensions | 150 × 220 × 10 mm · 453 g |
| Language | English |