I have calculated a joint Probability density function (PDF) for continuous variables using kernel density estimation in R. This data was used as training data to estimate a PDF. Now, my test data has values outside the range of my training data? How do I estimate probability density values for them?
Can extrapolation work here? Or do I need to extend my training data so as to incorporate the entire range? How do I go about that in R?