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TSInsight: A local-global attribution framework for interpretability in time-series data [article]

Shoaib Ahmed Siddiqui, Dominique Mercier, Andreas Dengel, Sheraz Ahmed
<span title="2020-04-06">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Although many different directions regarding interpretability have been explored for visual modalities, time-series data has been neglected with only a handful of methods tested due to their poor intelligibility  ...  In contrast to most other attribution frameworks, TSInsight is capable of generating both instance-based and model-based explanations.  ...  Interpretability is essential in many domains, and we believe that our method opens up a new research direction for interpretability of deep models for time-series analysis.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.02958v1">arXiv:2004.02958v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xeutmwgkgjggxhwcpphwn66cwi">fatcat:xeutmwgkgjggxhwcpphwn66cwi</a> </span>
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TSInsight: A Local-global Attribution Framework for Interpretability in Time Series Data

Shoaib Ahmed Siddiqui, Dominique Mercier, Andreas Dengel, Sheraz Ahmed
<span title="2021-11-05">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Although many different directions regarding interpretability have been explored for visual modalities, time series data has been neglected, with only a handful of methods tested due to their poor intelligibility  ...  In contrast to most other attribution frameworks, TSInsight is capable of generating both instance-based and model-based explanations.  ...  Data Availability Statement: Not applicable. Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21217373">doi:10.3390/s21217373</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34770678">pmid:34770678</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8587116/">pmcid:PMC8587116</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jn6ujhwhqber3g6qab5sr4b4ga">fatcat:jn6ujhwhqber3g6qab5sr4b4ga</a> </span>
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