GNN-Ensemble: Towards Random Decision Graph Neural Networks

Wenqi Wei; Mu Qiao; Divyesh Jadav

doi:10.1109/BigData59044.2023.10386443

GNN-Ensemble: Towards Random Decision Graph Neural Networks

Wenqi Wei
, Mu Qiao
, Divyesh Jadav

Fordham University
IBM Research - Almaden

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

Original language	English
Title of host publication	Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023
Editors	Jingrui He, Themis Palpanas, Xiaohua Hu, Alfredo Cuzzocrea, Dejing Dou, Dominik Slezak, Wei Wang, Aleksandra Gruca, Jerry Chun-Wei Lin, Rakesh Agrawal
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	956-965
Number of pages	10
ISBN (Electronic)	9798350324457
DOIs	https://doi.org/10.1109/BigData59044.2023.10386443
State	Published - 2023
Externally published	Yes
Event	2023 IEEE International Conference on Big Data, BigData 2023 - Sorrento, Italy Duration: Dec 15 2023 → Dec 18 2023

Publication series

Series	Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023

Conference

Conference	2023 IEEE International Conference on Big Data, BigData 2023
Country/Territory	Italy
City	Sorrento
Period	12/15/23 → 12/18/23

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality

Keywords

adversarial robustness
ensemble learning
graph neural networks
overfitting
random decision making

Access to Document

10.1109/BigData59044.2023.10386443

Cite this

Wei, W., Qiao, M., & Jadav, D. (2023). GNN-Ensemble: Towards Random Decision Graph Neural Networks. In J. He, T. Palpanas, X. Hu, A. Cuzzocrea, D. Dou, D. Slezak, W. Wang, A. Gruca, J. C.-W. Lin, & R. Agrawal (Eds.), Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023 (pp. 956-965). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData59044.2023.10386443

GNN-Ensemble: Towards Random Decision Graph Neural Networks. / Wei, Wenqi; Qiao, Mu; Jadav, Divyesh.
Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023. ed. / Jingrui He; Themis Palpanas; Xiaohua Hu; Alfredo Cuzzocrea; Dejing Dou; Dominik Slezak; Wei Wang; Aleksandra Gruca; Jerry Chun-Wei Lin; Rakesh Agrawal. Institute of Electrical and Electronics Engineers Inc., 2023. p. 956-965 (Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023).

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

Wei, W, Qiao, M & Jadav, D 2023, GNN-Ensemble: Towards Random Decision Graph Neural Networks. in J He, T Palpanas, X Hu, A Cuzzocrea, D Dou, D Slezak, W Wang, A Gruca, JC-W Lin & R Agrawal (eds), Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023. Institute of Electrical and Electronics Engineers Inc., Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023, pp. 956-965, 2023 IEEE International Conference on Big Data, BigData 2023, Sorrento, Italy, 12/15/23. https://doi.org/10.1109/BigData59044.2023.10386443

Wei W, Qiao M, Jadav D. GNN-Ensemble: Towards Random Decision Graph Neural Networks. In He J, Palpanas T, Hu X, Cuzzocrea A, Dou D, Slezak D, Wang W, Gruca A, Lin JCW, Agrawal R, editors, Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023. Institute of Electrical and Electronics Engineers Inc. 2023. p. 956-965. (Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023). doi: 10.1109/BigData59044.2023.10386443

Wei, Wenqi ; Qiao, Mu ; Jadav, Divyesh. / GNN-Ensemble : Towards Random Decision Graph Neural Networks. Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023. editor / Jingrui He ; Themis Palpanas ; Xiaohua Hu ; Alfredo Cuzzocrea ; Dejing Dou ; Dominik Slezak ; Wei Wang ; Aleksandra Gruca ; Jerry Chun-Wei Lin ; Rakesh Agrawal. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 956-965 (Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023).

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title = "GNN-Ensemble: Towards Random Decision Graph Neural Networks",

keywords = "adversarial robustness, ensemble learning, graph neural networks, overfitting, random decision making",

author = "Wenqi Wei and Mu Qiao and Divyesh Jadav",

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ER -

GNN-Ensemble: Towards Random Decision Graph Neural Networks

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

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