These functions are typically called by model.matrix
rather than directly by a user. hinge
, threshold
and categorical
return a matrix with a column for each feature of the specified type. hinge
creates 2*nknots-2
hinge features, half with min=min(x)
and half with max=max(x)
, and knots evenly spaced between min(x)
and max(x)
. A hinge feature h(min,knot)
or h(knot,max)
is 0 if the predictor is below the first argument, 1 if the predictor is above the second argument, and linearly interpolated inbetween. A threshold feature is 1 if the predictor is above the knot, 0 otherwise. A categorical feature is 1 if the predictor matches the category and 0 otherwise.