CGS-Mask: Making Time Series Predictions Intuitive for All
Feng Lu,
Wei Li,
Yifei Sun
et al.
Abstract:Artificial intelligence (AI) has immense potential in time series prediction, but most explainable tools have limited capabilities in providing a systematic understanding of important features over time. These tools typically rely on evaluating a single time point, overlook the time ordering of inputs, and neglect the time-sensitive nature of time series applications. These factors make it difficult for users, particularly those without domain knowledge, to comprehend AI model decisions and obtain meaningful e… Show more
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