Composite Linear Models -- from Wolfram Library Archive

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Title

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

Downloads

readme.txt (921 B) - Introduction

cdx.m (974 B) - EM algorithm for CLM

cdxdesig.m (10.2 KB) - Design and transformation matrices for CLM

cdxnipf.m (7.6 KB) - Iterative proportional fitting

cdxnllr.m (3.2 KB) - Log-log regression

cdxnlr.m (2.9 KB) - Logistic regression

cdxnpr.m (2.4 KB) - Maximization algorithms for CLM

cdxnps.m (2 KB) - Proportional substitution

cdxsymbo.m (6 KB) - Symoblic parameters for CLM

clm.m (18.6 KB) - The package with links to all others

clmbasic.m (9.5 KB) - Basic functions for CLM

clmdesig.m (10.2 KB) - Design and transformation matrices for CLM

clmem.m (10.5 KB) - EM algorithm for CLM

clminput.m (6.4 KB) - Input check for CLM

clmnglr.m (4.5 KB) - Generalized logistic regression

clmnr.m (7 KB) - Newton-Raphson algorithm for CLM

clmsymbo.m (2.8 KB) - Symoblic parameters for CLM

exblr.m (3.9 KB) - Example package

excaseco.m (2.6 KB) - Example package

excc.m (3.1 KB) - Example package

exccll.m (3.1 KB) - Example package

excclr.m (7.9 KB) - Example package

exccmiss.m (3.3 KB) - Example package

exccrad.m (4.6 KB) - Example package

excens.m (5.2 KB) - Example package

exclosed.m (2.4 KB) - Example package

excommit.m (7.9 KB) - Example package

excooner.m (6.9 KB) - Example package

excross.m (5.2 KB) - Example package

exdbl.m (2.5 KB) - Example package

exfam.m (2.7 KB) - Example package

exfitz.m (3.8 KB) - Example package

exgen.m (1.3 KB) - Example package

exhaz.m (8.4 KB) - Example package

exlat.m (2.4 KB) - Example package

exlead.m (4.3 KB) - Example package

exll.m (2.1 KB) - Example package

exllbc.m (4.2 KB) - Example package

exllcc.m (2.1 KB) - Example package

exllsys.m (2.5 KB) - Example package

exlrsys.m (2.5 KB) - Example package

exmh.m (6.4 KB) - Example package

exmiscla.m (2.6 KB) - Example package

exnrgs.m (2.4 KB) - Example package

exoa2.m (4.3 KB) - Example package

exobese.m (15.7 KB) - Example package

exordc.m (1.6 KB) - Example package

exordm.m (1.8 KB) - Example package

expepe.m (2.8 KB) - Example package

exrepeat.m (22.1 KB) - Example package

extestev.m (8.1 KB) - Example package

extruman.m (3.4 KB) - Example package

extryp.m (1.9 KB) - Example package

exturner.m (2.5 KB) - Example package

matrixlx.m (29 KB) - A matrix language

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