compute_CI {Indicator} | R Documentation |
Calculation of Condition Indices
Description
Diagnosis of collinearity in matrix X
Usage
compute_CI(matrix)
Arguments
matrix |
a matrix of data where rows = observations and columns = variables |
Details
Collinearities can inflate the variance of the estimated regression coefficients and numerical stability. The condition indices are calculated by the eigenvalues of the crossproduct matrix of the scaled but uncentered explanatory variables. Indices > 30 may indicate collinearity
Value
It returns the condition index of the matrix
References
Belsley, D. , Kuh, E. and Welsch, R. E. (1979), Regression Diagnostics: Identifying Influential Data and Sources of Collinearity, John Wiley (New York)
Examples
data("Education")
compute_CI(Education)
[Package Indicator version 0.1.2 Index]