Using Artificial Intelligence for Model Selection

Details Using Artificial Intelligence for Model Selection Using Artificial Intelligence for Model Selection

2003-10-05

arxiv.org/abs/cs/0310005v1

Computer Science

Artificial Intelligence

10 pages, no figures, in Proceedings, Hawaii International Conference on Statistics and Related Fields, June 5-8, 2003

Scientific paper

We apply the optimization algorithm Adaptive Simulated Annealing (ASA) to the problem of analyzing data on a large population and selecting the best model to predict that an individual with various traits will have a particular disease. We compare ASA with traditional forward and backward regression on computer simulated data. We find that the traditional methods of modeling are better for smaller data sets whereas a numerically stable ASA seems to perform better on larger and more complicated data sets.

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