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Feature and Dimensionality Reduction for Clustering with Deep Learning

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Feature and Dimensionality Reduction for Clustering with Deep Learning - Ros, Frederic, and Riad, Rabia
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This book presents an overview of recent methods of feature selection and dimensionality reduction that are based on Deep Neural Networks (DNNs) for a clustering perspective, with particular attention to the knowledge discovery question. The authors first present a synthesis of the major recent influencing techniques and "tricks" participating in recent advances in deep clustering, as well as a recall of the main deep learning architectures. Secondly, the book highlights the most popular works by "family" to provide a more ...

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Feature and Dimensionality Reduction for Clustering with Deep Learning 2024, Springer, Cham

ISBN-13: 9783031487422

2024 edition

Hardcover