predict.s2netR

S3 Methods for s2netR objects.

Generic predict method. Wrapper for the C++ class method s2net$predict.

Usage

# S3 method for s2netR
predict(object, newX, type = "default", ...)

See Also

s2netR, s2net

Aliases

• predict.s2netR

Examples

# NOT RUN {
data("auto_mpg")
train = s2Data(xL = auto_mpg$P1$xL, yL = auto_mpg$P1$yL,  xU = auto_mpg$P1$xU)

model = s2netR(train, 
                s2Params(lambda1 = 0.1, 
                           lambda2 = 0,
                           gamma1 = 0.1,
                           gamma2 = 100,
                           gamma3 = 0.1),
                loss = "linear",
                frame = "ExtJT",
                proj = "auto",
                fista = s2Fista(5000, 1e-7, 1, 0.8))

valid = s2Data(auto_mpg$P1$xU, auto_mpg$P1$yU, preprocess = train)
ypred = predict(model, valid$xL)
# }
# NOT RUN {
if(require(ggplot2)){
  ggplot() + 
    aes(x = ypred, y = valid$yL) + geom_point() + 
    geom_abline(intercept = 0, slope = 1, linetype = 2)
}
# }