The Resource An Introduction to Neural Network Methods for Differential Equations, by Neha Yadav, Anupam Yadav, Manoj Kumar, (electronic resource)

An Introduction to Neural Network Methods for Differential Equations, by Neha Yadav, Anupam Yadav, Manoj Kumar, (electronic resource)

Label
An Introduction to Neural Network Methods for Differential Equations
Title
An Introduction to Neural Network Methods for Differential Equations
Statement of responsibility
by Neha Yadav, Anupam Yadav, Manoj Kumar
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
This book introduces a variety of neural network methods for solving differential equations arising in science and engineering. The emphasis is placed on a deep understanding of the neural network techniques, which has been presented in a mostly heuristic and intuitive manner. This approach will enable the reader to understand the working, efficiency and shortcomings of each neural network technique for solving differential equations. The objective of this book is to provide the reader with a sound understanding of the foundations of neural networks, and a comprehensive introduction to neural network methods for solving differential equations together with recent developments in the techniques and their applications. The book comprises four major sections. Section I consists of a brief overview of differential equations and the relevant physical problems arising in science and engineering. Section II illustrates the history of neural networks starting from their beginnings in the 1940s through to the renewed interest of the 1980s. A general introduction to neural networks and learning technologies is presented in Section III. This section also includes the description of the multilayer perceptron and its learning methods. In Section IV, the different neural network methods for solving differential equations are introduced, including discussion of the most recent developments in the field. Advanced students and researchers in mathematics, computer science and various disciplines in science and engineering will find this book a valuable reference source
Member of
http://library.link/vocab/creatorName
Yadav, Neha
Dewey number
006.32
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • n950lhR3GwU
  • BYM_g9pNVmI
  • 55PpMtFmvhM
Language note
English
LC call number
QA76.87
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Yadav, Anupam.
  • Kumar, Manoj.
Series statement
SpringerBriefs in Computational Intelligence,
http://library.link/vocab/subjectName
  • Differential Equations
  • Engineering mathematics
  • Computer science
  • Mathematical Models of Cognitive Processes and Neural Networks
  • Ordinary Differential Equations
  • Numerical and Computational Physics, Simulation
  • Mathematical and Computational Engineering
  • Computational Mathematics and Numerical Analysis
Label
An Introduction to Neural Network Methods for Differential Equations, by Neha Yadav, Anupam Yadav, Manoj Kumar, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Preface -- Introduction -- 1 Overview of Differential Equations -- 2 History of Neural Networks -- 3 Preliminaries of Neural Networks -- 4 Neural Network Methods for Solving Differential Equations -- Conclusion -- Appendix -- References -- Index
Dimensions
unknown
Extent
1 online resource (124 p.)
Form of item
online
Isbn
9789401798167
Media category
computer
Media type code
c
Other control number
10.1007/978-94-017-9816-7
Specific material designation
remote
System control number
  • (CKB)3710000000360463
  • (EBL)1998188
  • (OCoLC)904248956
  • (SSID)ssj0001452104
  • (PQKBManifestationID)11890637
  • (PQKBTitleCode)TC0001452104
  • (PQKBWorkID)11479644
  • (PQKB)10407921
  • (DE-He213)978-94-017-9816-7
  • (MiAaPQ)EBC1998188
  • (EXLCZ)993710000000360463
Label
An Introduction to Neural Network Methods for Differential Equations, by Neha Yadav, Anupam Yadav, Manoj Kumar, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Preface -- Introduction -- 1 Overview of Differential Equations -- 2 History of Neural Networks -- 3 Preliminaries of Neural Networks -- 4 Neural Network Methods for Solving Differential Equations -- Conclusion -- Appendix -- References -- Index
Dimensions
unknown
Extent
1 online resource (124 p.)
Form of item
online
Isbn
9789401798167
Media category
computer
Media type code
c
Other control number
10.1007/978-94-017-9816-7
Specific material designation
remote
System control number
  • (CKB)3710000000360463
  • (EBL)1998188
  • (OCoLC)904248956
  • (SSID)ssj0001452104
  • (PQKBManifestationID)11890637
  • (PQKBTitleCode)TC0001452104
  • (PQKBWorkID)11479644
  • (PQKB)10407921
  • (DE-He213)978-94-017-9816-7
  • (MiAaPQ)EBC1998188
  • (EXLCZ)993710000000360463

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