3 papers
cs.LG2026
Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting
Tianxiang Zhan, Ming Jin, Yuanpeng He +3
Recurring concept drift is pervasive in real-world online time series, where the underlying data-generating process repeatedly alternates between a small set of regimes, most notab…
cs.AI2024
Evaluating Evidential Reliability In Pattern Recognition Based On Intuitionistic Fuzzy Sets
Juntao Xu, Tianxiang Zhan, Yong Deng
Determining the reliability of evidence sources is a crucial topic in Dempster-Shafer theory (DST). Previous approaches have addressed high conflicts between evidence sources using…
cs.AI2024
Reliability Assessment of Information Sources Based on Random Permutation Set
Juntao Xu, Tianxiang Zhan, Yong Deng
In pattern recognition, handling uncertainty is a critical challenge that significantly affects decision-making and classification accuracy. Dempster-Shafer Theory (DST) is an effe…