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stat.ME2026
Renewable Online Expectile Regression for Heterogeneous Streaming Data with Abnormal Batches
Wei Cao, Shanshan Wang
Streaming data, characterized by high volume, rapid arrival rates, and evolving distributions, have become increasingly prevalent in modern applications. Developing efficient and r…
stat.ME2026
Renewable estimation in linear expectile regression models with streaming data sets
Wei Cao, Shanshan Wanga, Xiaoxue Hua
Streaming data often exhibit heterogeneity due to heteroscedastic variances or inhomogeneous covariate effects. Online renewable quantile and expectile regression methods provide v…