Download E-books Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition: 15 (Adaptation, Learning, and Optimization) PDF

By Serkan Kiranyaz, Turker Ince, Moncef Gabbouj

For many engineering difficulties we require optimization techniques with dynamic model as we objective to set up the measurement of the hunt area the place the optimal answer is living and increase powerful options to prevent the neighborhood optima frequently linked to multimodal difficulties. This publication explores multidimensional particle swarm optimization, a strategy built by means of the authors that addresses those specifications in a well-defined algorithmic method.

 

After an creation to the main optimization innovations, the authors introduce their unified framework and reveal its merits in tough program domain names, targeting the state-of-the-art of multidimensional extensions akin to international convergence in particle swarm optimization, dynamic facts clustering, evolutionary neural networks, biomedical purposes and customized ECG class, content-based photo category and retrieval, and evolutionary characteristic synthesis. The content material is characterised by means of powerful useful concerns, and the ebook is supported with totally documented resource code for all functions provided, in addition to many pattern datasets.

 

The publication can be of profit to researchers and practitioners operating within the parts of computer intelligence, sign processing, development acceptance, and knowledge mining, or utilizing rules from those parts of their software domain names. it could actually even be used as a reference textual content for graduate classes on swarm optimization, facts clustering and type, content-based multimedia seek, and biomedical sign processing applications.

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