Online Principal Component Regression for Online Datasets
The incremental principal component method can handle online data sets...
Incremental Principal Component Regression for Online Datasets
Principal Component Regression (PCR)
The perturbation principal component method can handle online data set...
Perturbation-based Principal Component Regression
The stochastic approximate component method can handle online data set...
The stochastic principal component method can handle online data sets.
The stochastic principal component regression with varying learning-ra...
The online principal component regression method can process the online data set. 'OPCreg' implements the online principal component regression method, which is specifically designed to process online datasets efficiently. This method is particularly useful for handling large-scale, streaming data where traditional batch processing methods may be computationally infeasible.The philosophy of the package is described in 'Guo' (2025) <doi:10.1016/j.physa.2024.130308>.