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

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This paper develops an incremental learning algorithm based on quadratic inference function (QIF) to analyze streaming datasets with correlated outcomes such as longitudinal data and clustered data. We propose a renewable QIF (RenewQIF) method within a paradig... ...