Biomedical Engineering Reference
In-Depth Information
Chapter 9
Consistent Variance Estimation in
Semiparametric Models with
Application to Interval-Censored
Data
Jian Huang
Department of Statistics and Actuarial Science and Department of Biostatis-
tics, University of Iowa, Iowa City, Iowa, USA
Ying Zhang
Department of Biostatistics, University of Iowa, Iowa City, Iowa, USA
Lei Hua
Center for Biostatistics in AIDS Research, Harvard School of Public Health,
Boston, Massachusetts, USA
9.1
Introduction :::::::::::::::::::::::::::::::::::::::::::::::::::::: 234
9.2
Consistent Information Estimation :::::::::::::::::::::::::::::: 238
9.3
Observed Information Matrix in Sieve MLE ::::::::::::::::::::: 242
9.4
Examples ::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 245
9.4.1
Cox Model for Interval-Censored Data :::::::::::::::::: 246
9.4.2
Poisson Proportional Mean Model for Panel Count
Data ::::::::::::::::::::::::::::::::::::::::::::::::::::: 251
9.5
Numerical Results :::::::::::::::::::::::::::::::::::::::::::::::: 253
9.5.1
Simulation Studies ::::::::::::::::::::::::::::::::::::::: 253
233
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