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TSXplain: Demystification of DNN Decisions for Time-Series using Natural Language and Statistical Features [article]

Mohsin Munir, Shoaib Ahmed Siddiqui, Ferdinand Küsters, Dominique Mercier, Andreas Dengel, Sheraz Ahmed
2019 arXiv   pre-print
Time-Series eXplanation (TSXplain) system which produces a natural language based explanation of the decision taken by a NN.  ...  It uses the extracted statistical features to describe the decision of a NN, merging the deep learning world with that of statistics.  ...  Conclusion This paper proposes a novel demystification framework which generates natural language based descriptions of the decision made by the deep learning models developed for time-series analysis.  ... 
arXiv:1905.06175v1 fatcat:g52ny22wqrhtlmscxvpnaxybqq