Description: Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition Please note: this item is printed on demand and will take extra time before it can be dispatched to you (up to 20 working days). Author(s): Serkan Kiranyaz, Turker Ince, Moncef Gabbouj Format: Hardback Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, Germany Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K ISBN-13: 9783642378454, 978-3642378454 Synopsis For many engineering problems we require optimization processes with dynamic adaptation as we aim to establish the dimension of the search space where the optimum solution resides and develop robust techniques to avoid the local optima usually associated with multimodal problems. This book explores multidimensional particle swarm optimization, a technique developed by the authors that addresses these requirements in a well-defined algorithmic approach. After an introduction to the key optimization techniques, the authors introduce their unified framework and demonstrate its advantages in challenging application domains, focusing on the state of the art of multidimensional extensions such as global convergence in particle swarm optimization, dynamic data clustering, evolutionary neural networks, biomedical applications and personalized ECG classification, content-based image classification and retrieval, and evolutionary feature synthesis. The content is characterized by strong practical considerations, and the book is supported with fully documented source code for all applications presented, as well as many sample datasets. The book will be of benefit to researchers and practitioners working in the areas of machine intelligence, signal processing, pattern recognition, and data mining, or using principles from these areas in their application domains. It may also be used as a reference text for graduate courses on swarm optimization, data clustering and classification, content-based multimedia search, and biomedical signal processing applications.
Price: 73.32 GBP
Location: Aldershot
End Time: 2024-11-16T09:15:24.000Z
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Book Title: Multidimensional Particle Swarm Optimization for Machine Learn...
Number of Pages: 321 Pages
Language: English
Publication Name: Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition
Publisher: Springer-Verlag Berlin AND Heidelberg Gmbh & Co. KG
Publication Year: 2013
Subject: Computer Science
Item Height: 235 mm
Item Weight: 6506 g
Type: Textbook
Author: Moncef Gabbouj, Turker Ince, Serkan Kiranyaz
Subject Area: Electrical Engineering
Series: Adaptation, Learning, and Optimization
Item Width: 155 mm
Format: Hardcover
