Oechsle, Olly and Clark, Adrian F (2008) Feature Extraction and Classification by Genetic Programming. In: UNSPECIFIED, ? - ?.
Oechsle, Olly and Clark, Adrian F (2008) Feature Extraction and Classification by Genetic Programming. In: UNSPECIFIED, ? - ?.
Oechsle, Olly and Clark, Adrian F (2008) Feature Extraction and Classification by Genetic Programming. In: UNSPECIFIED, ? - ?.
Abstract
This paper explores the use of genetic programming for constructing vision systems. A two-stage approach is used, with separate evolution of the feature extraction and classification stages. The strategy taken for the classifier is to evolve a set of partial solutions, each of which works for a single class. It is found that this approach is significantly faster than conventional genetic programming, and frequently results in a better classifier. The effectiveness of the approach is explored on three classification problems. © 2008 Springer-Verlag Berlin Heidelberg.
| Item Type: | Conference or Workshop Item (UNSPECIFIED) |
|---|---|
| Additional Information: | Published proceedings: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
| Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
| Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
| SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
| Depositing User: | Unnamed user with email elements@essex.ac.uk |
| Date Deposited: | 06 Mar 2012 12:43 |
| Last Modified: | 24 Oct 2024 20:41 |
| URI: | http://repository.essex.ac.uk/id/eprint/2263 |