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Computational Techniques in Neuroscience (Computational Methods for Industrial Applications)

By: Harsh Sadawarti (Edited by) , Kamal Malik (Edited by) , Moolchand Sharma (Edited by) , Prayag Tiwari (Edited by) , Umesh Gupta (Edited by)

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Ksh 34,200.00

Format: Hardback or Cased Book

ISBN-10: 1032461284

ISBN-13: 9781032461281

Collection / Series: Computational Methods for Industrial Applications

Collection Type: Publisher collection

Publisher: Taylor & Francis Ltd

Imprint: CRC Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Nov 14th, 2023

Publication Status: Active

Product extent: 224 Pages

Weight: 610.00 grams

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The text discusses the techniques of deep learning and machine learning in the field of neuroscience, engineering approaches to study the brain structure and dynamics, convolutional networks for fast, energy-efficient neuromorphic computing, and reinforcement learning in feedback control. It showcases case studies in neural data analysis.

The text discusses the techniques of deep learning and machine learning in the field of neuroscience, engineering approaches to study the brain structure and dynamics, convolutional networks for fast, energy-efficient neuromorphic computing, and reinforcement learning in feedback control. It showcases case studies in neural data analysis.

 

Features:

  •  Focuses on neuron modeling, development, and direction of neural circuits to explain perception, behavior, and biologically inspired intelligent agents for decision making
  • Showcases important aspects such as human behavior prediction using smart technologies and understanding the modeling of nervous systems
  •  Discusses nature-inspired algorithms such as swarm intelligence, ant colony optimization, and multi-agent systems
  • Presents information-theoretic, control-theoretic, and decision-theoretic approaches in neuroscience.
     Includes case studies in functional magnetic resonance imaging (fMRI) and neural data analysis

 

This reference text addresses different applications of computational neuro-sciences using arti?cial intelligence, deep learning, and other machine learning techniques to ?ne-tune the models, thereby solving the real-life problems prominently. It will further discuss important topics such as neural rehabili-tation, brain-computer interfacing, neural control, neural system analysis, and neurobiologically inspired self-monitoring systems. It will serve as an ideal reference text for graduate students and academic researchers in the ?elds of electrical engineering, electronics and communication engineering, computer engineering, information technology, and biomedical engineering.

 

 

 

 

 

 

 

 

 

 

 

 


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