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VC‐PCR: A prediction method based on variable selection and clustering

VC‐PCR: A prediction method based on variable selection and clustering

Sparse linear prediction methods suffer from decreased prediction accuracy when the predictor variables have cluster structure (e.g., highly correlated groups of variables). To improve prediction accuracy, various methods have been proposed to identify variable clusters from the data and integrate cluster information into a sparse modeling process. But none of …