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Introduction to graph neural networks

Introduction to graph neural networks

자료유형
단행본
개인저자
Liu, Zhiyuan, (Computer science and technology). Zhou, Jie, (Professor of pattern recognition).
서명 / 저자사항
Introduction to graph neural networks / Zhiyuan Liu, Jei Zhou.
발행사항
[S.l.] : Morgan & Claypool Publishers, c2020.
형태사항
xvii, 109 p. : ill. (some col.) ; 24 cm.
ISBN
9781681737676 (hbk) 9781681737652 (pbk.)
서지주기
Includes bibliographical references.
일반주제명
Neural networks (Computer science). Graph theory.
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020 ▼a 9781681737652 (pbk.)
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090 ▼a 006.32 ▼b L783i
100 1 ▼a Liu, Zhiyuan, ▼c (Computer science and technology).
245 1 0 ▼a Introduction to graph neural networks / ▼c Zhiyuan Liu, Jei Zhou.
260 ▼a [S.l.] : ▼b Morgan & Claypool Publishers, ▼c c2020.
300 ▼a xvii, 109 p. : ▼b ill. (some col.) ; ▼c 24 cm.
504 ▼a Includes bibliographical references.
650 0 ▼a Neural networks (Computer science).
650 0 ▼a Graph theory.
700 1 ▼a Zhou, Jie, ▼c (Professor of pattern recognition).
945 ▼a KLPA

소장정보

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 과학도서관/Sci-Info(2층서고)/ 청구기호 006.32 L783i 등록번호 121255875 도서상태 대출중 반납예정일 2021-04-03 예약 예약가능(1명 예약중) R 서비스 M

컨텐츠정보

저자소개

Jie Zhou(지은이)

Zhiyuan Liu(지은이)

정보제공 : Aladin

목차

Preface
Acknowledgments
Introduction
Basics of Math and Graph
Basics of Neural Networks
Vanilla Graph Neural Networks
Graph Convolutional Networks
Graph Recurrent Networks
Graph Attention Networks
Graph Residual Networks
Variants for Different Graph Types
Variants for Advanced Training Methods
General Frameworks
Applications -- Structural Scenarios
Applications -- Non-Structural Scenarios
Applications -- Other Scenarios
Open Resources
Conclusion
Bibliography
Authors'' Biographies

관련분야 신착자료

Taulli, Tom (2020)