Title Artificial neural networks : methods and applications in bio-/neuroinformatics / Petia Koprinkova-Hristova, Valeri Mladenov, Nikola K. Kasabov, editors

Published Cham : Springer, [2014] ©2015

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Description 1 online resource (x, 488 pages) : illustrations (some color) Series Springer Series in Bio-/Neuroinformatics, 2193-9349 ; volume 4 Springer series in bio-/neuroinformatics ; v. 4. 2193-9349 Contents Neural Networks Theory and Models -- New Machine Learning Algorithms for Neural Networks -- Pattern Recognition, Classification and other Neural Network Applications Summary The book reports on the latest theories on artificial neural networks, with a special emphasis on bio-neuroinformatics methods. It includes twenty-three papers selected from among the best contributions on bio-neuroinformatics-related issues, which were presented at the International Conference on Artificial Neural Networks, held in Sofia, Bulgaria, on September 10-13, 2013 (ICANN 2013). The book covers a broad range of topics concerning the theory and applications of artificial neural networks, including recurrent neural networks, super-Turing computation and reservoir computing, double-layer vector perceptrons, nonnegative matrix factorization, bio-inspired models of cell communities, Gestalt laws, embodied theory of language understanding, saccadic gaze shifts and memory formation, and new training algorithms for Deep Boltzmann Machines, as well as dynamic neural networks and kernel machines. It also reports on new approaches to reinforcement learning, optimal control of discrete time-delay systems, new algorithms for prototype selection, and group structure discovering. Moreover, the book discusses one-class support vector machines for pattern recognition, handwritten digit recognition, time series forecasting and classification, and anomaly identification in data analytics and automated data analysis. By presenting the state-of-the-art and discussing the current challenges in the fields of artificial neural networks, bioinformatics and neuroinformatics, the book is intended to promote the implementation of new methods and improvement of existing ones, and to support advanced students, researchers and professionals in their daily efforts to identify, understand and solve a number of open questions in these fields Analysis bioinformatics computational science engineering neurowetenschap neuroscience controle control Engineering (General) Techniek (algemeen) Bibliography Includes bibliographical references and index Notes Online resource; title from PDF title page (SpringerLink, viewed September 24, 2014) Subject Neural networks (Computer science) -- Congresses COMPUTERS -- General. Neural networks (Computer science) Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Koprinkova-Hristova, Petia, editor Mladenov, Valeri, editor Kasabov, Nikola K., editor ISBN 9783319099033 3319099035

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