Incremental statistical analysis

RenewQIF

An incremental data analytic based on quadratic inference function (QIF) to analyze streaming correlated datasets, with a screening procedure on occurrences of abnormal data batches.

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

This paper develops an incremental data analytic based on quadratic inference function (QIF) to analyze streaming datasets with correlated outcomes such as longitudinal and clustered data. We propose a renewable QIF (RenewQIF) method in a paradigm of …

Renewable Estimation and Incremental Inference in Generalized Linear Models with Streaming Datasets

This paper presents an incremental updating algorithm to analyze streaming datasets using generalized linear models. The proposed method is formulated within a new framework of renewable estimation and incremental inference, in which the estimates …

RenewGLM

A new framework of real-time estimation and incremental inference in generalized linear models (GLMs) with cross-sectional data streams.