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Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization Tripathy, B.K. (Vellore Institute of Technology, Vellore, India.)
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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
| Medios de comunicación | Libros Paperback Book (Libro con tapa blanda y lomo encolado) |
| Publicado | 25 de septiembre de 2023 |
| ISBN13 | 9781032041032 |
| Editores | Taylor & Francis Ltd |
| Páginas | 160 |
| Dimensiones | 150 × 220 × 10 mm · 453 g |
| Lengua | Inglés |
