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Title Downloads

Composite Linear Models
Author

Stuart G. Baker
Organization: National Cancer Institute
Old MathSource #

0207-964
Revision date

1995-11-14
Description

The composite linear model software is a matrix approach to compute maximum likelihood estimates and asymptotic standard errors for models for incomplete multinomial data. It implements the method described in Baker (1994) Statistics in Medicine, 13, 609-622. The software includes a library of thirty examples from the literature. For instructions, see readme.txt.
Subject

*Mathematics > Probability and Statistics
Keywords

EM algorithm, maximum likelihood estimation, multinomial, missing data, Poisson regression, logistic regression, categorical data, iterative proportional fitting
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readme.txt (921 B) - Introduction
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cdx.m (974 B) - EM algorithm for CLM
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cdxdesig.m (10.2 KB) - Design and transformation matrices for CLM
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cdxnipf.m (7.6 KB) - Iterative proportional fitting
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cdxnllr.m (3.2 KB) - Log-log regression
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cdxnlr.m (2.9 KB) - Logistic regression
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cdxnpr.m (2.4 KB) - Maximization algorithms for CLM
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cdxnps.m (2 KB) - Proportional substitution
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cdxsymbo.m (6 KB) - Symoblic parameters for CLM
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clm.m (18.6 KB) - The package with links to all others
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clmbasic.m (9.5 KB) - Basic functions for CLM
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clmdesig.m (10.2 KB) - Design and transformation matrices for CLM
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clmem.m (10.5 KB) - EM algorithm for CLM
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clminput.m (6.4 KB) - Input check for CLM
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clmnglr.m (4.5 KB) - Generalized logistic regression
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clmnr.m (7 KB) - Newton-Raphson algorithm for CLM
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clmsymbo.m (2.8 KB) - Symoblic parameters for CLM
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exblr.m (3.9 KB) - Example package
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excaseco.m (2.6 KB) - Example package
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excc.m (3.1 KB) - Example package
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exccll.m (3.1 KB) - Example package
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excclr.m (7.9 KB) - Example package
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exccmiss.m (3.3 KB) - Example package
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exccrad.m (4.6 KB) - Example package
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excens.m (5.2 KB) - Example package
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exclosed.m (2.4 KB) - Example package
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excommit.m (7.9 KB) - Example package
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excooner.m (6.9 KB) - Example package
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excross.m (5.2 KB) - Example package
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exdbl.m (2.5 KB) - Example package
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exfam.m (2.7 KB) - Example package
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exfitz.m (3.8 KB) - Example package
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exgen.m (1.3 KB) - Example package
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exhaz.m (8.4 KB) - Example package
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exlat.m (2.4 KB) - Example package
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exlead.m (4.3 KB) - Example package
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exll.m (2.1 KB) - Example package
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exllbc.m (4.2 KB) - Example package
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exllcc.m (2.1 KB) - Example package
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exllsys.m (2.5 KB) - Example package
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exlrsys.m (2.5 KB) - Example package
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exmh.m (6.4 KB) - Example package
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exmiscla.m (2.6 KB) - Example package
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exnrgs.m (2.4 KB) - Example package
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exoa2.m (4.3 KB) - Example package
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exobese.m (15.7 KB) - Example package
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exordc.m (1.6 KB) - Example package
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exordm.m (1.8 KB) - Example package
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expepe.m (2.8 KB) - Example package
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exrepeat.m (22.1 KB) - Example package
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extestev.m (8.1 KB) - Example package
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extruman.m (3.4 KB) - Example package
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extryp.m (1.9 KB) - Example package
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exturner.m (2.5 KB) - Example package
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matrixlx.m (29 KB) - A matrix language