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Explaining deep neural networks and beyond: A review of methods and applications

, , , , and . Proceedings of the IEEE, 109 (3): 247--278 (2021)

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Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI., , , , , and . CoRR, (2023)Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications., , , , and . Proc. IEEE, 109 (3): 247-278 (2021)Learning domain invariant representations by joint Wasserstein distance minimization., , , , , and . Neural Networks, (October 2023)GraphKKE: graph Kernel Koopman embedding for human microbiome analysis., , , and . Appl. Netw. Sci., 5 (1): 96 (2020)A Unifying Review of Deep and Shallow Anomaly Detection., , , , , , , and . CoRR, (2020)The Clever Hans Effect in Anomaly Detection., , , and . CoRR, (2020)Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces., , , and . CoRR, (2022)From Clustering to Cluster Explanations via Neural Networks., , , , and . CoRR, (2019)A Unifying Review of Deep and Shallow Anomaly Detection., , , , , , , and . Proc. IEEE, 109 (5): 756-795 (2021)Layer-Wise Relevance Propagation: An Overview., , , , and . Explainable AI, volume 11700 of Lecture Notes in Computer Science, Springer, (2019)