View-based Explanations for Graph Neural Networks (Extended Abstract)

Tingyang Chen; Dazhuo Qiu; Yinghui Wu; Arijit Khan; Xiangyu Ke; Yunjun Gao

doi:10.1109/ICDEW61823.2024.00058

View-based Explanations for Graph Neural Networks (Extended Abstract)

Tingyang Chen
, Dazhuo Qiu
, Yinghui Wu
, Arijit Khan
, Xiangyu Ke
, Yunjun Gao

Zhejiang University
Aalborg University
Case Western Reserve University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	377-378
Number of pages	2
ISBN (Electronic)	9798350317152
DOIs	https://doi.org/10.1109/ICDEW61823.2024.00058
State	Published - 2024
Externally published	Yes
Event	40th IEEE International Conference on Data Engineering Workshops, ICDEW 2024 - Utrecht, Netherlands Duration: May 13 2024 → May 16 2024

Publication series

Name	Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024

Conference

Conference	40th IEEE International Conference on Data Engineering Workshops, ICDEW 2024
Country/Territory	Netherlands
City	Utrecht
Period	5/13/24 → 5/16/24

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Science Applications
Information Systems
Information Systems and Management
Statistics, Probability and Uncertainty
Modeling and Simulation

Keywords

approximation algorithm
data mining
deep learning
explainable AI
graph neural networks
graph views

Access to Document

10.1109/ICDEW61823.2024.00058

Cite this

Chen, T., Qiu, D., Wu, Y., Khan, A., Ke, X., & Gao, Y. (2024). View-based Explanations for Graph Neural Networks (Extended Abstract). In Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024 (pp. 377-378). (Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICDEW61823.2024.00058

View-based Explanations for Graph Neural Networks (Extended Abstract). / Chen, Tingyang; Qiu, Dazhuo; Wu, Yinghui et al.
Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024. Institute of Electrical and Electronics Engineers Inc., 2024. p. 377-378 (Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Chen, T, Qiu, D, Wu, Y, Khan, A, Ke, X & Gao, Y 2024, View-based Explanations for Graph Neural Networks (Extended Abstract). in Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024. Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024, Institute of Electrical and Electronics Engineers Inc., pp. 377-378, 40th IEEE International Conference on Data Engineering Workshops, ICDEW 2024, Utrecht, Netherlands, 5/13/24. https://doi.org/10.1109/ICDEW61823.2024.00058

Chen T, Qiu D, Wu Y, Khan A, Ke X, Gao Y. View-based Explanations for Graph Neural Networks (Extended Abstract). In Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024. Institute of Electrical and Electronics Engineers Inc. 2024. p. 377-378. (Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024). doi: 10.1109/ICDEW61823.2024.00058

Chen, Tingyang ; Qiu, Dazhuo ; Wu, Yinghui et al. / View-based Explanations for Graph Neural Networks (Extended Abstract). Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024. Institute of Electrical and Electronics Engineers Inc., 2024. pp. 377-378 (Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024).

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title = "View-based Explanations for Graph Neural Networks (Extended Abstract)",

keywords = "approximation algorithm, data mining, deep learning, explainable AI, graph neural networks, graph views",

author = "Tingyang Chen and Dazhuo Qiu and Yinghui Wu and Arijit Khan and Xiangyu Ke and Yunjun Gao",

note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 40th IEEE International Conference on Data Engineering Workshops, ICDEW 2024 ; Conference date: 13-05-2024 Through 16-05-2024",

year = "2024",

doi = "10.1109/ICDEW61823.2024.00058",

language = "English",

series = "Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024",

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TY - GEN

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AU - Chen, Tingyang

AU - Qiu, Dazhuo

AU - Wu, Yinghui

AU - Khan, Arijit

AU - Ke, Xiangyu

AU - Gao, Yunjun

PY - 2024

Y1 - 2024

KW - approximation algorithm

KW - data mining

KW - deep learning

KW - explainable AI

KW - graph neural networks

KW - graph views

UR - https://www.scopus.com/pages/publications/85197338780

UR - https://www.scopus.com/pages/publications/85197338780#tab=citedBy

U2 - 10.1109/ICDEW61823.2024.00058

DO - 10.1109/ICDEW61823.2024.00058

M3 - Conference contribution

AN - SCOPUS:85197338780

T3 - Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024

SP - 377

EP - 378

BT - Proceedings - 2024 IEEE 40th International Conference on Data Engineering Workshops, ICDEW 2024

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 40th IEEE International Conference on Data Engineering Workshops, ICDEW 2024

Y2 - 13 May 2024 through 16 May 2024

ER -

View-based Explanations for Graph Neural Networks (Extended Abstract)

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this