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Artificial Neural Networks - Methods and Applications in Bio-/Neuroinformatics (Paperback, Softcover reprint of the original 1st ed. 2015)
Loot Price: R7,344
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Artificial Neural Networks - Methods and Applications in Bio-/Neuroinformatics (Paperback, Softcover reprint of the original 1st ed. 2015)
Series: Springer Series in Bio-/Neuroinformatics, 4
Expected to ship within 10 - 15 working days
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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.
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