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books
| book details |
Multi-Label Dimensionality Reduction
By (author) Liang Sun, By (author) Shuiwang Ji, By (author) Jieping Ye
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normal price: R 6 102.95
Price: R 5 797.95
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| book description |
Similar to other data mining and machine learning tasks, multi-label learning suffers from dimensionality. An effective way to mitigate this problem is through dimensionality reduction, which extracts a small number of features by removing irrelevant, redundant, and noisy information. The data mining and machine learning literature currently lacks a unified treatment of multi-label dimensionality reduction that incorporates both algorithmic developments and applications. Addressing this shortfall, Multi-Label Dimensionality Reduction covers the methodological developments, theoretical properties, computational aspects, and applications of many multi-label dimensionality reduction algorithms. It explores numerous research questions, including: How to fully exploit label correlations for effective dimensionality reduction How to scale dimensionality reduction algorithms to large-scale problems How to effectively combine dimensionality reduction with classification How to derive sparse dimensionality reduction algorithms to enhance model interpretability How to perform multi-label dimensionality reduction effectively in practical applications The authors emphasize their extensive work on dimensionality reduction for multi-label learning. Using a case study of Drosophila gene expression pattern image annotation, they demonstrate how to apply multi-label dimensionality reduction algorithms to solve real-world problems. A supplementary website provides a MATLAB® package for implementing popular dimensionality reduction algorithms.
| product details |
Normally shipped |
Publisher | Taylor & Francis Inc
Published date | 4 Nov 2013
Language |
Format | Hardback
Pages | 208
Dimensions | 234 x 156 x 0mm (L x W x H)
Weight | 540g
ISBN | 978-1-4398-0615-9
Readership Age |
BISAC | computers / data processing / optical data processing
| other options |
Normally shipped |
Readership Age |
Normal Price | R 7 677.95
Price | R 7 293.95
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