Selection Models for Nonignorable Missing Data
Book Details
Format
Paperback / softback
Book Series
Anwendungsorientierte Statistik
ISBN-10
363153499X
ISBN-13
9783631534991
Publisher
Peter Lang AG
Imprint
Peter Lang AG
Country of Manufacture
DE
Country of Publication
GB
Publication Date
Feb 3rd, 2005
Print length
128 Pages
Weight
188 grams
Dimensions
15.00 x 21.00 x 0.90 cms
Product Classification:
Mathematical modelling
KSh 5,850.00
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An introduction to missing data in statistical applications is given in the beginning. The main part of the book deals with selection models for nonignorable missing data. The theory of selection models is described and illustrated by examples. Maximum Likelihood as well as Bayesian estimation approaches are discussed. A selection model with a nonparametric missing model that allows to treat flexible missing patterns is developed. This approach is unique in literature. The proposed model is extended to a model for longitudinal data.
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