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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Neural Networks: Computational Models and Applications
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Neural Networks: Computational Models and Applications
Huajin Tang, Kay Chen Tan, Zhang Yi (Broschiert, Englisch)
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Beschreibung
Neural Networks: Computational Models and Applications covers a wealth of important theoretical and practical issues in neural networks, including the learning algorithms of feed-forward neural networks, various dynamical properties of recurrent neural networks, winner-take-all networks and their applications in broad manifolds of computational intelligence: pattern recognition, uniform… approximation, constrained optimization, NP-hard problems, and image segmentation. By presenting various computational models, this book is developed to provide readers with a quick but insightful understanding of the broad and rapidly growing areas in the neural networks domain. Besides laying down fundamentals on artificial neural networks, this book also studies biologically inspired neural networks. Some typical computational models are discussed, and subsequently applied to objection recognition, scene analysis and associative memory. The studies of bio-inspired models have important implications in computer vision and robotic navigation, as well as new efficient algorithms for image analysis. Another significant feature of the book is that it begins with fundamental dynamical problems in presenting the mathematical techniques extensively used in analyzing neurodynamics, thus allowing non-mathematicians to develop and apply these analytical techniques easily. Written for a wide readership, engineers, computer scientists and mathematicians interested in machine learning, data mining and neural networks modeling will find this book of value. This book will also act as a helpful reference for graduate students studying neural networks and complex dynamical systems. 160,49 €
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Technische Daten
Erscheinungsdatum
22.11.2010
Sprache
Englisch
EAN
9783642088711
Herausgeber
Springer Berlin
Serien- oder Bandtitel
Studies in Computational Intelligence
Sonderedition
Nein
Autor
Huajin Tang, Kay Chen Tan, Zhang Yi
Seitenanzahl
300
Einbandart
Broschiert
Schlagwörter
algorithms, artificial neural network, combinatorial optimization, computer vision, data mining, image analysis, learning, linear optimization, machine learning, modeling, navigation, optimization, proving, robot
Thema-Inhalt
UYQ - Künstliche Intelligenz
TBJ - Mathematik für Ingenieure
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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