Interpretable Sparsification of Brain Graphs: Better Practices and Effective Designs for Graph Neural Networks

Author:

Li Gaotang1ORCID,Duda Marlena2ORCID,Zhang Xiang3ORCID,Koutra Danai1ORCID,Yan Yujun4ORCID

Affiliation:

1. University of Michigan, Ann Arbor, Ann Arbor, MI, USA

2. Georgia State University, Atlanta, GA, USA

3. University of North Carolina, Charlotte, Charlotte, NC, USA

4. Dartmouth College, Hanover, NH, USA

Funder

National Science Foundation

Publisher

ACM

Reference77 articles.

1. Julius Adebayo , Justin Gilmer , Michael Muelly , Ian Goodfellow , Moritz Hardt , and Been Kim . 2018. Sanity checks for saliency maps. Advances in neural information processing systems , Vol. 31 ( 2018 ). Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, and Been Kim. 2018. Sanity checks for saliency maps. Advances in neural information processing systems , Vol. 31 (2018).

2. Propagation-Based Temporal Network Summarization

3. Evaluating saliency map explanations for convolutional neural networks

4. Salim Arslan , Sofia Ira Ktena , Ben Glocker, and Daniel Rueckert. 2018 . Graph saliency maps through spectral convolutional networks: Application to sex classification with brain connectivity. In Graphs in Biomedical Image Analysis and Integrating Medical Imaging and Non-Imaging Modalities: Second International Workshop, GRAIL 2018 and First International Workshop, Beyond MIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings 2. Springer , 3--13. Salim Arslan, Sofia Ira Ktena, Ben Glocker, and Daniel Rueckert. 2018. Graph saliency maps through spectral convolutional networks: Application to sex classification with brain connectivity. In Graphs in Biomedical Image Analysis and Integrating Medical Imaging and Non-Imaging Modalities: Second International Workshop, GRAIL 2018 and First International Workshop, Beyond MIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings 2. Springer, 3--13.

5. Andrea Avena-Koenigsberger , Bratislav Misic , and Olaf Sporns . 2018. Communication dynamics in complex brain networks. Nature reviews neuroscience , Vol. 19 , 1 ( 2018 ), 17--33. Andrea Avena-Koenigsberger, Bratislav Misic, and Olaf Sporns. 2018. Communication dynamics in complex brain networks. Nature reviews neuroscience , Vol. 19, 1 (2018), 17--33.

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