Hasan, Bashar Awwad Shiekh and Gan, John Q and Zhang, Qingfu (2010) Multi-objective evolutionary methods for channel selection in Brain-Computer Interfaces: Some preliminary experimental results. In: 2010 IEEE Congress on Evolutionary Computation (CEC), 2010-07-18 - 2010-07-23.
Hasan, Bashar Awwad Shiekh and Gan, John Q and Zhang, Qingfu (2010) Multi-objective evolutionary methods for channel selection in Brain-Computer Interfaces: Some preliminary experimental results. In: 2010 IEEE Congress on Evolutionary Computation (CEC), 2010-07-18 - 2010-07-23.
Hasan, Bashar Awwad Shiekh and Gan, John Q and Zhang, Qingfu (2010) Multi-objective evolutionary methods for channel selection in Brain-Computer Interfaces: Some preliminary experimental results. In: 2010 IEEE Congress on Evolutionary Computation (CEC), 2010-07-18 - 2010-07-23.
Abstract
This paper presents a comparative study among three evolutionary and search based methods to solve the problem of channel selection for Brain-Computer Interface (BCI) systems. Multi-Objective Particle Swarm Optimization (MOPSO) method is compared to Multi-Objective Evolutionary Algorithm based on Decomposition (MOEA/D) and single objective Sequential Floating Forward Search (SFFS) method. The methods are tested on the first data set for BCI-Competition IV. The results show the usefulness of the multi-objective evolutionary methods in achieving accuracy results similar to the extensive search method with fewer channels and less computational time. © 2010 IEEE.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Additional Information: | Published proceedings: 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010 |
| Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science T Technology > TK Electrical engineering. Electronics Nuclear engineering |
| 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: | 12 Dec 2012 21:04 |
| Last Modified: | 05 Dec 2024 19:11 |
| URI: | http://repository.essex.ac.uk/id/eprint/4138 |