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Accession Number:
ADP007203
Title:
Experimenting with Semi-Parametric Regression Models and Estimation in 'Arizona',
Corporate Author:
BELL COMMUNICATIONS RESEARCH INC MORRISTOWN NJ
Report Date:
1992-01-01
Abstract:
This paper describes how a flexible object-oriented programming environment can greatly enhance possibilities for interactive model building and for the choice, analysis, and estimation of models. In our case we want to model y fx with the non-orthodox requirement that f have as few inflection points as necessary but f is otherwise unconstrained nonparametric. One possibility is to express f as f x -x - w1 ... x wj exp hf x, and model hf as linear spline. There are many ways of dealing with a penalty to be added to the log-likelihood, and of estimating the different groups of parameters. Using the object-oriented CLOS-based ARIZONA environment, these different possibilities are quite easy to investigate.
Supplementary Note:
This article is from 'Computing Science and Statistics: Proceedings of the Symposium on Interface Critical Applications of Scientific Computing (23rd): Biology, Engineering, Medicine, Speech Held in Seattle, Washington on 21-24 April 1991,' AD-A252 938, p509-512.
Pages:
0008
File Size:
0.00MB