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Estimating regression models with unknown break-points.

Authors :
Vito M. R. Muggeo
Source :
Statistics in Medicine. 10/15/2003, Vol. 22 Issue 19, p3055. 17p.
Publication Year :
2003

Abstract

This paper deals with fitting piecewise terms in regression models where one or more break-points are true parameters of the model. For estimation, a simple linearization technique is called for, taking advantage of the linear formulation of the problem. As a result, the method is suitable for any regression model with linear predictor and so current software can be used; threshold modelling as function of explanatory variables is also allowed. Differences between the other procedures available are shown and relative merits discussed. Simulations and two examples are presented to illustrate the method. Copyright © 2003 John Wiley & Sons, Ltd. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02776715
Volume :
22
Issue :
19
Database :
Academic Search Index
Journal :
Statistics in Medicine
Publication Type :
Academic Journal
Accession number :
10998547
Full Text :
https://doi.org/10.1002/sim.1545