Analysis of structural equation models with censored or truncated data via EM algorithm

被引：9

作者：

Tang, ML ^{[1
]}

Lee, SY ^{[1
]}

机构：

[1] Chinese Univ Hong Kong, Dept Stat, Shatin, NT, Hong Kong

来源：

COMPUTATIONAL STATISTICS & DATA ANALYSIS | 1998年 / 27卷 / 01期

关键词：

structural equation models; non-ignorable missing mechanism; generalized censoring mechanism (GCM); maximum-likelihood estimation; generalized EM algorithm; censored data; truncated data;

D O I：

10.1016/S0167-9473(97)80040-0

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this article, we delineate the analysis of structural equation models with censored data or truncated data with the number of unmeasured subjects under the framework of the generalized censoring mechanism (GCM), one of the most popular non-ignorable missing mechanisms. An EM algorithm for maximum-likelihood estimation in structural equation models with censored data will be presented. By reformulating the censored-data problem into non-ignorable missing-data problem, the maximization procedure is shown to be simplified. A simulated data set will be used as an illustrative example. (C) 1998 Elsevier Science B.V. All rights reserved.

引用

页码：33 / 46

页数：14

共 50 条

[1] Frailty models for arbitrarily censored and truncated data
Huber-Carol, C
Vonta, I
LIFETIME DATA ANALYSIS, 2004, 10 (04) : 369 - 388
[2] Frailty Models for Arbitrarily Censored and Truncated Data
Catherine Huber-Carol
Ilia Vonta
Lifetime Data Analysis, 2004, 10 : 369 - 388
[3] Failure Analysis for Truncated and Fully Censored Lifetime Data With a Hierarchical Grid Algorithm
Li, Qi
Li, Dongdong
Huang, Bing
Jiang, Zengqiang
Mingcheng, E.
Ma, Jing
IEEE ACCESS, 2020, 8 : 34468 - 34480
[4] Regression analysis of interval censored and doubly truncated data with linear transformation models
Shen, Pao-sheng
COMPUTATIONAL STATISTICS, 2013, 28 (02) : 581 - 596
[5] A STOCHASTIC EM ALGORITHM FOR MIXTURES WITH CENSORED-DATA
CHAUVEAU, D
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1995, 46 (01) : 1 - 25
[6] An EM algorithm for density estimation with randomly censored data
Acusta, A
Eggermont, P
Lariccia, V
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2003, 73 (03) : 223 - 232
[7] Semiparametric analysis of transformation models with left-truncated and right-censored data
Shen, Pao-sheng
COMPUTATIONAL STATISTICS, 2011, 26 (03) : 521 - 537
[8] The trunsored model and its applications to lifetime analysis: Unified censored and truncated models
Hirose, H
IEEE TRANSACTIONS ON RELIABILITY, 2005, 54 (01) : 11 - 21
[9] EM Algorithm for Estimating the Burr XII Parameters with Multiple Censored Data
Wang, F. K.
Cheng, Y. F.
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2010, 26 (06) : 615 - 630
[10] Nonparametric analysis of doubly truncated and interval-censored data
Shen, Pao-sheng
STATISTICAL METHODS IN MEDICAL RESEARCH, 2022, 31 (06) : 1157 - 1170

← 1 2 3 4 5 →