Partitioned Cross-Validation for Divide-and-Conquer Density Estimation

Anirban Bhattacharya, Jeffrey D. Hart

We present an efficient method to estimate cross-validation bandwidth parameters for kernel density estimation in very large datasets where ordinary cross-validation is rendered hi…