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portada Feature and Dimensionality Reduction for Clustering with Deep Learning
Type
Physical Book
Publisher
Language
English
Pages
268
Format
Hardcover
Dimensions
23.4x15.6x1.8 cm
Weight
0.57 kg.
ISBN13
9783031487422

Feature and Dimensionality Reduction for Clustering with Deep Learning

Frédéric Ros (Author) · Rabia Riad (Author) · Springer · Hardcover

Feature and Dimensionality Reduction for Clustering with Deep Learning - Ros, Frederic ; Riad, Rabia

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Synopsis "Feature and Dimensionality Reduction for Clustering with Deep Learning"

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 suitable starting point from which to develop a full understanding of the domain. Overall, the book proposes a comprehensive up-to-date review of deep feature selection and deep clustering methods with particular attention to the knowledge discovery question and under a multi-criteria analysis. The book can be very helpful for young researchers, non-experts, and R&D AI engineers.

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