GMC (version 0.1.2)

GMC_X_given_Y: Generalized Measure of Correlation: GMC(X | Y)

Description

Generalized Measure of Correlation: GMC(X | Y)

Usage

GMC_X_given_Y(X, Y, kernel = dnorm)

Value

GMC(X|Y) estimate

Arguments

X

Predictor variable

Y

Response variable

kernel

Kernel function (default = dnorm)

Examples

# Generate sample data with nonlinear relationship
set.seed(123)
n <- 1000
X <- rnorm(n)
Y <- X^2 + rnorm(n, sd = 0.5)

# Calculate GMC(X|Y)
gmc_result <- GMC_X_given_Y(X, Y)
print(gmc_result)