This paper develops a method to obtain multivariate kernel functions for density estimation problems in which the function is defined on compact support. If domain-specific knowledge requires certain conditions be satisfied at boundary of support an unknown density, proposed incorporates information contained into estimators. The provides exact that satisfies conditions, even small samples. Exi...