Linked Data Ground Truth for Quantitative and Qualitative Evaluation of Explanations for Relational Graph Convolutional Network Link Prediction on Knowledge Graphs

Author:

Halliwell Nicholas1,Gandon Fabien1,Lecue Freddy2

Affiliation:

1. Inria, France

2. Thales, Canada

Publisher

ACM

Reference14 articles.

1. Olivier Corby , Alban Gaignard , Catherine Faron Zucker , and Johan Montagnat . 2012 . KGRAM Versatile Inference and Query Engine for the Web of Linked Data. In IEEE/WIC/ACM Int. Conference on Web Intelligence. Olivier Corby, Alban Gaignard, Catherine Faron Zucker, and Johan Montagnat. 2012. KGRAM Versatile Inference and Query Engine for the Web of Linked Data. In IEEE/WIC/ACM Int. Conference on Web Intelligence.

2. Randy Goebel , Ajay Chander , Katharina Holzinger , Freddy Lécué , Zeynep Akata , Simone Stumpf , Peter Kieseberg , and Andreas Holzinger . 2018 . Explainable AI: The New 42?. In Machine Learning and Knowledge Extraction - Second IFIP CD-MAKE(LNCS, Vol. 11015), Andreas Holzinger, Peter Kieseberg, A Min Tjoa, and Edgar R . Weippl (Eds.). Springer . Randy Goebel, Ajay Chander, Katharina Holzinger, Freddy Lécué, Zeynep Akata, Simone Stumpf, Peter Kieseberg, and Andreas Holzinger. 2018. Explainable AI: The New 42?. In Machine Learning and Knowledge Extraction - Second IFIP CD-MAKE(LNCS, Vol. 11015), Andreas Holzinger, Peter Kieseberg, A Min Tjoa, and Edgar R. Weippl (Eds.). Springer.

3. Aidan Hogan , Eva Blomqvist , Michael Cochez , Claudia d’ Amato , Gerard de Melo , Claudio Gutierrez , José Emilio Labra Gayo , Sabrina Kirrane , Sebastian Neumaier, Axel Polleres , 2020 . Knowledge graphs. preprint arXiv:2003.02320(2020). Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutierrez, José Emilio Labra Gayo, Sabrina Kirrane, Sebastian Neumaier, Axel Polleres, 2020. Knowledge graphs. preprint arXiv:2003.02320(2020).

4. Jeya Vikranth Jeyakumar Joseph Noor Yu-Hsi Cheng Luis Garcia and Mani B. Srivastava. 2020. How Can I Explain This to You? An Empirical Study of Deep Neural Network Explanation Methods. In Advances in Neural Information Processing Systems. Jeya Vikranth Jeyakumar Joseph Noor Yu-Hsi Cheng Luis Garcia and Mani B. Srivastava. 2020. How Can I Explain This to You? An Empirical Study of Deep Neural Network Explanation Methods. In Advances in Neural Information Processing Systems.

5. Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen and Philip S. Yu. 2020. A Survey on Knowledge Graphs: Representation Acquisition and Applications. CoRR abs/2002.00388(2020). arxiv:2002.00388 Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen and Philip S. Yu. 2020. A Survey on Knowledge Graphs: Representation Acquisition and Applications. CoRR abs/2002.00388(2020). arxiv:2002.00388

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