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Multi-Label Dimensionality Reduction / Edition 1
Multi-Label Dimensionality Reduction / Edition 1
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Addressing this shortfall,
covers the methodological developments, theoretical properties, computational aspects, and applications of many multi-label dimensionality reduction algorithms. It explores numerous research questions, including:
The authors emphasize their extensive work on dimensionality reduction for multi-label learning. Using a case study of
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.