Matches in SemOpenAlex for { <https://semopenalex.org/work/W3150957536> ?p ?o ?g. }
- W3150957536 abstract "Most of state of the art methods applied on time series consist of deep learning methods that are too complex to be interpreted. This lack of interpretability is a major drawback, as several applications in the real world are critical tasks, such as the medical field or the autonomous driving field. The explainability of models applied on time series has not gather much attention compared to the computer vision or the natural language processing fields. In this paper, we present an overview of existing explainable AI (XAI) methods applied on time series and illustrate the type of explanations they produce. We also provide a reflection on the impact of these explanation methods to provide confidence and trust in the AI systems." @default.
- W3150957536 created "2021-04-13" @default.
- W3150957536 creator A5017326471 @default.
- W3150957536 creator A5024481618 @default.
- W3150957536 creator A5032290457 @default.
- W3150957536 creator A5037497544 @default.
- W3150957536 creator A5058176171 @default.
- W3150957536 creator A5067072090 @default.
- W3150957536 date "2021-04-02" @default.
- W3150957536 modified "2023-09-27" @default.
- W3150957536 title "Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey" @default.
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