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Re: Deep Learning and Knowledge Graphs

From: Pascal Hitzler <phitzler@googlemail.com>
Date: Tue, 28 May 2019 09:34:39 -0400
To: semantic-web@w3.org
Message-ID: <48f9814d-37de-f554-4f7d-2ae5573f55fc@googlemail.com>
Right now you'll find quite a few position papers (by EB members, under 
review) at http://www.semantic-web-journal.net/underreview which touch 
on this topic.

E.g.

http://www.semantic-web-journal.net/content/neural-symbolic-integration-and-semantic-web

http://www.semantic-web-journal.net/content/role-knowledge-graphs-explainable-ai

http://www.semantic-web-journal.net/content/machine-learning-semantic-web-lessons-learnt-and-next-research-directions

Pascal.

On 5/27/2019 10:35 AM, Adam Sobieski wrote:
> Semantic Web Interest Group,
> 
> Im finding some interesting and introductory publications on the topics 
> of artificial neural networks and graph-based data [1][2][3][4]. Id 
> like to share these with the group.
> 
> Are there any thoughts on future research and development directions 
> with respect to deep learning and knowledge graphs?
> 
> Best regards,
> 
> Adam Sobieski
> 
> [1] Scarselli, Franco, Marco Gori, Ah Chung Tsoi, Markus Hagenbuchner, 
> and Gabriele Monfardini. "The graph neural network model." IEEE 
> Transactions on Neural Networks 20, no. 1 (2008): 61-80.
> 
> [2] Schlichtkrull, Michael, Thomas N. Kipf, Peter Bloem, Rianne van den 
> Berg, Ivan Titov, and Max Welling. "Modeling relational data with graph 
> convolutional networks." In European Semantic Web Conference, pp. 
> 593-607. Springer, Cham, 2018.
> 
> [3] Wu, Zonghan, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, 
> and Philip S. Yu. "A comprehensive survey on graph neural networks." 
> arXiv preprint arXiv:1901.00596 (2019).
> 
> [4] Zhang, Ziwei, Peng Cui, and Wenwu Zhu. "Deep Learning on Graphs: A 
> Survey." arXiv preprint arXiv:1812.04202 (2018).
> 

-- 
Pascal Hitzler
Brage Golding Distinguished Professor of Research
NCR Distinguished Professor   http://www.pascal-hitzler.de
Director of Data Science      http://www.daselab.org
Wright State University       http://www.semantic-web-journal.net/
Received on Tuesday, 28 May 2019 14:20:58 UTC

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