An Introduction to Neural Network Methods for Differential Equations

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 ena...

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Những tác giả chính: Yadav, Neha, Yadav, Anupam, Kumar, Manoj
Định dạng: Sách
Ngôn ngữ:English
Được phát hành: Springer 2015
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Truy cập trực tuyến:https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/57849
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spelling oai:scholar.dlu.edu.vn:DLU123456789-578492023-11-11T05:54:51Z An Introduction to Neural Network Methods for Differential Equations Yadav, Neha Yadav, Anupam Kumar, Manoj General Computers Data processing Differential equations Neural networks 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. 2015-08-31T03:53:31Z 2015-08-31T03:53:31Z 2015 Book 978-94-017-9816-7 https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/57849 en application/pdf Springer
institution Thư viện Trường Đại học Đà Lạt
collection Thư viện số
language English
topic General
Computers
Data processing
Differential equations
Neural networks
spellingShingle General
Computers
Data processing
Differential equations
Neural networks
Yadav, Neha
Yadav, Anupam
Kumar, Manoj
An Introduction to Neural Network Methods for Differential Equations
description 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.
format Book
author Yadav, Neha
Yadav, Anupam
Kumar, Manoj
author_facet Yadav, Neha
Yadav, Anupam
Kumar, Manoj
author_sort Yadav, Neha
title An Introduction to Neural Network Methods for Differential Equations
title_short An Introduction to Neural Network Methods for Differential Equations
title_full An Introduction to Neural Network Methods for Differential Equations
title_fullStr An Introduction to Neural Network Methods for Differential Equations
title_full_unstemmed An Introduction to Neural Network Methods for Differential Equations
title_sort introduction to neural network methods for differential equations
publisher Springer
publishDate 2015
url https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/57849
_version_ 1819770092392546304