Nguyen, T.H. and Nguyen, X.H. and McKay, B. and Nguyen, Q.U. (2012) Where should we stop? An investigation on early stopping for GP learning. In: 9th International Conference on Simulated Evolution and Learning, SEAL 2012, 16 December 2012 through 19 December 2012, Hanoi.
Where should we stop An investigation on early stopping for GP learning.pdf
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Abstract
We investigate the impact of early stopping on the speed and accuracy of Genetic Programming (GP) learning from noisy data. Early stopping, using a popular stopping criterion, maintains the generalisation capacity of GP while significantly reducing its training time. © 2012 Springer-Verlag.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Divisions: | Faculties > Faculty of Information Technology |
| Identification Number: | 10.1007/978-3-642-34859-4_39 |
| Uncontrolled Keywords: | Early stopping; Generalisation; Noisy data; Stopping criteria; Training time; Artificial intelligence; Genetic programming |
| Additional Information: | Conference code: 94550. Language of original document: English. |
| URI: | http://eprints.lqdtu.edu.vn/id/eprint/10085 |
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