Classification using semiparametric mixtures
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Applied Statistics"
DOI: 10.1080/02664763.2019.1579306
Abstract: ABSTRACT A new density-based classification method that uses semiparametric mixtures is proposed. Like other density-based classifiers, it first estimates the probability density function for the observations in each class, with a semiparametric mixture, and then… read more here.
Keywords: using semiparametric; classification; semiparametric mixtures; density ... See more keywords
Estimation and testing for semiparametric mixtures of partially linear models
Sign Up to like & getrecommendations! Published in 2017 at "Communications in Statistics - Theory and Methods"
DOI: 10.1080/03610926.2016.1189569
Abstract: ABSTRACT In this paper, we study the estimation and inference for a class of semiparametric mixtures of partially linear models. We prove that the proposed models are identifiable under mild conditions, and then give a… read more here.
Keywords: testing semiparametric; semiparametric mixtures; estimation testing; mixtures partially ... See more keywords