Adaptive Regression Analysis of Heterogeneous Data Streams via Models with Dynamic Effects

Streaming data sequences arise from various areas in the era of big data, and it is challenging to explore efficient online models that adapt to them. To address the potential heterogeneity, we introduce a new online estimation procedure to analyze the constantly incoming streaming datasets. The und...

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Bibliographic Details
Main Authors: Jianfeng Wei, Jian Yang, Xuewen Cheng, Jie Ding, Shengquan Li
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/11/24/4899