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COR (version 0.2.0)

MSEbeta: Calculate MSE values for different beta estimation methods

Description

Calculate MSE values for different beta estimation methods

Usage

MSEbeta(X, Y, alpha, K, nk)

Value

A list containing:

MSECOR

The MSE of the COR beta estimator.

MSEAopt

The MSE of the A-optimal beta estimator.

MSEDopt

The MSE of the D-optimal beta estimator.

MSElic

The MSE of the LIC beta estimator.

Arguments

X

The design matrix (observations).

Y

The response vector.

alpha

The significance level.

K

The number of subsets.

nk

The length of subsets (number of observations in each subset).

References

Guo, G., Song, H. & Zhu, L. The COR criterion for optimal subset selection in distributed estimation. Statistics and Computing, 34, 163 (2024). tools:::Rd_expr_doi("10.1007/s11222-024-10471-z")