Real-Time Regression Analysis of Streaming Clustered Data With Possible Abnormal Data Batches

Lan Luo, Ling Zhou, Peter X. -K. Song

This paper develops an incremental learning algorithm based on quadratic inference function (QIF) to analyze streaming datasets with correlated outcomes such as longitudinal data a…