vix.ing · top · new · best · stats

Combining local and global smoothing in multivariate density estimation

2016/10/07 by Adelchi Azzalini, Azzalini, Adelchi
Mathematics · #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #stat.ME #stat.ML

paper · pdf · doi:10.48550/arxiv.1610.02372

Two figures, one table

arxiv created 2016/10/07 · arxiv updated 2016/10/10

Abstract

Non-parametric estimation of a multivariate density estimation is tackled via a method which combines traditional local smoothing with a form of global smoothing but without imposing a rigid structure. Simulation work delivers encouraging indications on the effectiveness of the method. An application to density-based clustering illustrates a possible usage.

Related