TY - JOUR
AB - We devise methods to estimate probability density functions of several populations using observations with uncertain population membership, meaning from which population an observation comes is unknown. The probability of an observation being sampled from any given population can be calculated. We develop general estimation procedures and bandwidth selection methods for our setting. We establish large-sample properties and study finite-sample performance using simulation studies. We illustrate our methods with data from a nutrition study. © 2011 American Statistical Association.
AU - Ma, Y
AU - Hart, JD
AU - Carroll, RJ
DA - 2011/10/21
DO - 10.1198/jasa.2011.tm10798
EP - 1192
JO - Journal of the American Statistical Association
PY - 2011/10/21
SP - 1180
TI - Density estimation in several populations with uncertain population membership
VL - 106
Y1 - 2011/10/21
Y2 - 2019/09/16
ER -