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Ministry of Economy and Finance
Department of the Treasury
Working Papers
N° 6 - July 2012
ISSN 1972-411X
lclogit: a Stata module for estimating a mixed
logit model with discrete mixing distribution
via the Expectation-Maximization algorithm
Daniele Pacifico, Hong il Yoo
Working Papers
The working paper series promotes the dissemination of economic research produced in
the Department of the Treasury (DT) of the Italian Ministry of Economy and Finance
(MEF) or presented by external economists on the occasion of seminars organised by
MEF on topics of institutional interest to the DT, with the aim of stimulating comments
and suggestions.
The views expressed in the working papers are those of the authors and do not
necessarily reflect those of the MEF and the DT.
© Copyright:
2012, Daniele Pacifico, Hong il Yoo.
The document can be downloaded from the Website www.dt.tesoro.it and freely
used, providing that its source and author(s) are quoted.
Editorial Board: Lorenzo Codogno, Mauro Marè, Libero Monteforte, Francesco Nucci, Franco Peracchi
Organisational coordination: Marina Sabatini
CONTENTS
1 INTRODUCTION 2
2 EM ALGORITHM FOR LATENT CLASS LOGIT 3
3 THE LCLOGIT COMMAND 4
4 POST-ESTIMATION COMMAND: LCLOGITPR 6
5 POST-ESTIMATION COMMAND: LCLOGITCOV 6
6 APPLICATION 7
7 ACKNOWLEDGMENTS 12
8 REFERENCES 12
1
lclogit: a Stata module for estimating a mixed
logit model with discrete mixing distribution
via the Expectation-Maximization algorithm
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