Overview
- Reports on advanced theories and applications of artificial neural networks
- Focuses on problems in neuroscience, systems biophysics, cognitive research, and adaptive control
- Merges topics in neurobiology, machine learning, and evolutionary programming
Part of the book series: Studies in Computational Intelligence (SCI, volume 1064)
Included in the following conference series:
Conference proceedings info: NEUROINFORMATICS 2022.
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About this book
This book describes new theories and applications of artificial neural networks, with a special focus on answering questions in neuroscience, biology and biophysics and cognitive research. It covers a wide range of methods and technologies, including deep neural networks, large-scale neural models, brain–computer interface, signal processing methods, as well as models of perception, studies on emotion recognition, self-organization and many more. The book includes both selected and invited papers presented at the XXIV International Conference on Neuroinformatics, held on October 17–21, 2022, in Moscow, Russia.
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Keywords
- Recurrent Neural Networks
- Reinforcement Learning Applications
- EEG Pattern Analysis
- Bayesian Neural Network
- Deep Learning Models
- Convolutional Neural Network Architectures
- Neural Networks Applications in Bioimaging
- Image Segmentation with Machine Learning
- Modeling Neural Activity
- Spiking Dynamical Systems
- Neuromorphic Information Processing Systems
- Resistor Arrays
- Denoising Diffusion Models
- Neural Networks Applications in Chatbots
- Perceptron Model
- Neuroinformatics 2022
Table of contents (57 papers)
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Neuroinformatics and Artificial Intelligence
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Neural Networks and Cognitive Sciences. Adaptive Behavior and Evolutionary Simulation
Other volumes
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Advances in Neural Computation, Machine Learning, and Cognitive Research VI
Editors and Affiliations
Bibliographic Information
Book Title: Advances in Neural Computation, Machine Learning, and Cognitive Research VI
Book Subtitle: Selected Papers from the XXIV International Conference on Neuroinformatics, October 17-21, 2022, Moscow, Russia
Editors: Boris Kryzhanovsky, Witali Dunin-Barkowski, Vladimir Redko, Yury Tiumentsev
Series Title: Studies in Computational Intelligence
DOI: https://doi.org/10.1007/978-3-031-19032-2
Publisher: Springer Cham
eBook Packages: Intelligent Technologies and Robotics, Intelligent Technologies and Robotics (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023
Hardcover ISBN: 978-3-031-19031-5Published: 19 October 2022
Softcover ISBN: 978-3-031-19034-6Published: 20 October 2023
eBook ISBN: 978-3-031-19032-2Published: 18 October 2022
Series ISSN: 1860-949X
Series E-ISSN: 1860-9503
Edition Number: 1
Number of Pages: XVI, 577
Number of Illustrations: 106 b/w illustrations, 110 illustrations in colour
Topics: Computational Intelligence, Machine Learning, Neurosciences