Neural networks with discontinuous/impact activations /
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Author / Creator: | Akhmet, Marat, author. |
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Imprint: | New York, NY : Springer, 2014. |
Description: | 1 online resource (xi, 168 pages) : illustrations (some color). |
Language: | English |
Series: | Nonlinear Systems and Complexity, 2195-9994 Nonlinear systems and complexity, |
Subject: | Computational neuroscience. Neural networks (Neurobiology) Engineering. Complexity. Artificial Intelligence (incl. Robotics) Biomedical Engineering. Ordinary Differential Equations. Mathematical Models of Cognitive Processes and Neural Networks. SOCIAL SCIENCE -- Anthropology -- Physical. Ingénierie. Computational neuroscience. Neural networks (Neurobiology) Electronic books. Ebook. |
Format: | E-Resource Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11081895 |
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035 | |a (OCoLC)864167231 |z (OCoLC)897576396 |z (OCoLC)961631132 | ||
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100 | 1 | |a Akhmet, Marat, |e author. |0 http://id.loc.gov/authorities/names/no2010195274 |1 http://viaf.org/viaf/160799789 | |
245 | 1 | 0 | |a Neural networks with discontinuous/impact activations / |c Marat Akhmet, Enes Yılmaz. |
264 | 1 | |a New York, NY : |b Springer, |c 2014. | |
300 | |a 1 online resource (xi, 168 pages) : |b illustrations (some color). | ||
336 | |a text |b txt |2 rdacontent |0 http://id.loc.gov/vocabulary/contentTypes/txt | ||
337 | |a computer |b c |2 rdamedia |0 http://id.loc.gov/vocabulary/mediaTypes/c | ||
338 | |a online resource |b cr |2 rdacarrier |0 http://id.loc.gov/vocabulary/carriers/cr | ||
490 | 1 | |a Nonlinear Systems and Complexity, |x 2195-9994 | |
505 | 0 | |a Differential Equations with Piecewise Constant Argument of Generalized Type -- Impulsive Differential Equations -- Periodic Motions and Equilibria of Neural Networks with Piecewise Constant Argument -- Equilibria of Neural Networks with Impact Activation and Piecewise Constant Argument -- Periodic Motions of Neural Networks with Impact Activation and Piecewise Constant Argument -- The Method of Lyapunov Functions: RNNs -- The Lyapunov-Razumikhin Method: CNNs. | |
504 | |a Includes bibliographical references. | ||
520 | |a This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models involve discontinuities, which are natural because huge velocities and short distances are usually observed in devices modeling the networks. A discussion of the models, appropriate for the proposed applications, is also provided. | ||
588 | 0 | |a Online resource; title from PDF title page (SpringerLink, viewed November 4, 2013). | |
650 | 0 | |a Computational neuroscience. |0 http://id.loc.gov/authorities/subjects/sh97006370 | |
650 | 0 | |a Neural networks (Neurobiology) |0 http://id.loc.gov/authorities/subjects/sh93002348 | |
650 | 1 | 4 | |a Engineering. |
650 | 2 | 4 | |a Complexity. |
650 | 2 | 4 | |a Artificial Intelligence (incl. Robotics) |
650 | 2 | 4 | |a Biomedical Engineering. |
650 | 2 | 4 | |a Ordinary Differential Equations. |
650 | 2 | 4 | |a Mathematical Models of Cognitive Processes and Neural Networks. |
650 | 7 | |a SOCIAL SCIENCE |x Anthropology |x Physical. |2 bisacsh | |
650 | 7 | |a Ingénierie. |2 eclas | |
650 | 7 | |a Computational neuroscience. |2 fast |0 (OCoLC)fst00872004 | |
650 | 7 | |a Neural networks (Neurobiology) |2 fast |0 (OCoLC)fst01036271 | |
655 | 4 | |a Electronic books. | |
655 | 7 | |a Ebook. |2 local | |
700 | 1 | |a Yılmaz, Enes, |e author. |1 http://viaf.org/viaf/450159477998827990004 | |
776 | 0 | 8 | |i Print version: |a Akhmet, Marat. |t Neural networks with discontinuous/impact activations. |d New York : Springer, [2014] |h xi, 168 pages |k Nonlinear systems and complexity |x 2195-9994 |z 9781461485650 |w (DLC) 17902817 |
830 | 0 | |a Nonlinear systems and complexity, |x 2195-9994 |0 http://id.loc.gov/authorities/names/no2013043229 | |
856 | 4 | 0 | |u http://link.springer.com/10.1007/978-1-4614-8566-7 |y SpringerLink |
903 | |a HeVa | ||
929 | |a eresource | ||
999 | f | f | |i 406afc15-4514-509e-bcd3-ff8cedc5713e |s 24587cae-1cb6-5318-9074-7f8feabd83c9 |
928 | |t Library of Congress classification |a QP357.5 |l Online |c UC-FullText |u http://link.springer.com/10.1007/978-1-4614-8566-7 |z SpringerLink |g ebooks |i 9892126 |