An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning

Kenneth Teo Tian Shun; Eko Edita Limanta; Arijit Khan

doi:10.1109/BigData50022.2020.9377827

An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning

Kenneth Teo Tian Shun
, Eko Edita Limanta
, Arijit Khan

Nanyang Technological University

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

Original language	English
Title of host publication	Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020
Editors	Xintao Wu, Chris Jermaine, Li Xiong, Xiaohua Tony Hu, Olivera Kotevska, Siyuan Lu, Weijia Xu, Srinivas Aluru, Chengxiang Zhai, Eyhab Al-Masri, Zhiyuan Chen, Jeff Saltz
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	561-570
Number of pages	10
ISBN (Electronic)	9781728162515
DOIs	https://doi.org/10.1109/BigData50022.2020.9377827
State	Published - Dec 10 2020
Externally published	Yes
Event	8th IEEE International Conference on Big Data, Big Data 2020 - Virtual, Online, United States Duration: Dec 10 2020 → Dec 13 2020

Publication series

Name	Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020

Conference

Conference	8th IEEE International Conference on Big Data, Big Data 2020
Country/Territory	United States
City	Virtual, Online
Period	12/10/20 → 12/13/20

ASJC Scopus Subject Areas

Computer Networks and Communications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality

Access to Document

10.1109/BigData50022.2020.9377827

Cite this

Tian Shun, K. T., Edita Limanta, E., & Khan, A. (2020). An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning. In X. Wu, C. Jermaine, L. Xiong, X. T. Hu, O. Kotevska, S. Lu, W. Xu, S. Aluru, C. Zhai, E. Al-Masri, Z. Chen, & J. Saltz (Eds.), Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020 (pp. 561-570). Article 9377827 (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData50022.2020.9377827

An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning. / Tian Shun, Kenneth Teo; Edita Limanta, Eko; Khan, Arijit.
Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020. ed. / Xintao Wu; Chris Jermaine; Li Xiong; Xiaohua Tony Hu; Olivera Kotevska; Siyuan Lu; Weijia Xu; Srinivas Aluru; Chengxiang Zhai; Eyhab Al-Masri; Zhiyuan Chen; Jeff Saltz. Institute of Electrical and Electronics Engineers Inc., 2020. p. 561-570 9377827 (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020).

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

Tian Shun, KT, Edita Limanta, E & Khan, A 2020, An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning. in X Wu, C Jermaine, L Xiong, XT Hu, O Kotevska, S Lu, W Xu, S Aluru, C Zhai, E Al-Masri, Z Chen & J Saltz (eds), Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020., 9377827, Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020, Institute of Electrical and Electronics Engineers Inc., pp. 561-570, 8th IEEE International Conference on Big Data, Big Data 2020, Virtual, Online, United States, 12/10/20. https://doi.org/10.1109/BigData50022.2020.9377827

Tian Shun KT, Edita Limanta E, Khan A. An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning. In Wu X, Jermaine C, Xiong L, Hu XT, Kotevska O, Lu S, Xu W, Aluru S, Zhai C, Al-Masri E, Chen Z, Saltz J, editors, Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020. Institute of Electrical and Electronics Engineers Inc. 2020. p. 561-570. 9377827. (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020). doi: 10.1109/BigData50022.2020.9377827

Tian Shun, Kenneth Teo ; Edita Limanta, Eko ; Khan, Arijit. / An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning. Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020. editor / Xintao Wu ; Chris Jermaine ; Li Xiong ; Xiaohua Tony Hu ; Olivera Kotevska ; Siyuan Lu ; Weijia Xu ; Srinivas Aluru ; Chengxiang Zhai ; Eyhab Al-Masri ; Zhiyuan Chen ; Jeff Saltz. Institute of Electrical and Electronics Engineers Inc., 2020. pp. 561-570 (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020).

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M3 - Conference contribution

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ER -

An Evaluation of Backpropagation Interpretability for Graph Classification with Deep Learning

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ASJC Scopus Subject Areas

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