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Home | OOD Time Series Skip to main content Menu Expand (external link) Document Search Copy Copied Home This site uses Just the Docs , a documentation theme for Jekyll. Out-of-Distribution Generalization in Time Series Tutorial in the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024) Tuesday, 20 February 2024 2:00 pm - 3:45 pm (PST) Vancouver, Canada Abstract This tutorial aims to bring together AI researchers, data scientists, and industry practitioners to explore out-of-distribution generalization challenges in time series. Time series data are prevalent in many domains, including retail, finance, healthcare, and environmental monitoring, serving as a basis for numerous applications. A major challenge in time series studies is the presence of data shifts, where the statistical properties of data may vary due to data collection from various sources, different locations, or conditions. Out-of-distribution generalization is the ...

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