Advances in Neural Computation, Machine Learning, and Cognitive Research
Selected Papers from the XIX International Conference on Neuroinformatics, October 2-6, 2017, Moscow, Russia
Editors: Kryzhanovsky, Boris, Dunin-Barkowski, Witali, Redko, Vladimir (Eds.)
Free Preview- Includes selected papers from the XIX International Conference on Neuroinformatics, held on October 2–6, 2017, in Moscow, Russia
- Reports on both the theory and applications of artificial neural networks
- Presents topics ranging from advances in machine learning to evolutionary programming and neuroimaging/neurobiology
- Offers a multidisciplinary perspective on neuroinformatics
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- About this book
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This book describes new theories and applications of artificial neural networks, with a special focus on neural computation, cognitive science and machine learning. It discusses cutting-edge research at the intersection between different fields, from topics such as cognition and behavior, motivation and emotions, to neurocomputing, deep learning, classification and clustering. Further topics include signal processing methods, robotics and neurobionics, and computer vision alike. The book includes selected papers from the XIX International Conference on Neuroinformatics, held on October 2-6, 2017, in Moscow, Russia.
- Table of contents (28 chapters)
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The Analysis of Regularization in Deep Neural Networks Using Metagraph Approach
Pages 3-8
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Adding Noise During Training as a Method to Increase Resilience of Neural Network Solution of Inverse Problems: Test on the Data of Magnetotelluric Sounding Problem
Pages 9-16
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Multi-Layer Solution of Heat Equation
Pages 17-22
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Implementation of a Gate Neural Network Based on Combinatorial Logic Elements
Pages 23-32
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Adaptive Gateway Element Based on a Recurrent Neurodynamical Model
Pages 33-38
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Table of contents (28 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Advances in Neural Computation, Machine Learning, and Cognitive Research
- Book Subtitle
- Selected Papers from the XIX International Conference on Neuroinformatics, October 2-6, 2017, Moscow, Russia
- Editors
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- Boris Kryzhanovsky
- Witali Dunin-Barkowski
- Vladimir Redko
- Series Title
- Studies in Computational Intelligence
- Series Volume
- 736
- Copyright
- 2018
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer International Publishing AG
- eBook ISBN
- 978-3-319-66604-4
- DOI
- 10.1007/978-3-319-66604-4
- Hardcover ISBN
- 978-3-319-66603-7
- Softcover ISBN
- 978-3-319-88283-3
- Series ISSN
- 1860-949X
- Edition Number
- 1
- Number of Pages
- XV, 199
- Number of Illustrations
- 60 b/w illustrations
- Topics
