Design of the optimal separating hyperplane for the decision feedback equalizer using support vector machines
Chen, S. and Harris, C. J. (2000) Design of the optimal separating hyperplane for the decision feedback equalizer using support vector machines. Proceedings of 2000 IEEE International Conference on Acoustic, Speech, and Signal Processing IEEE, 2701-2704.
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Description/Abstract
The conventional decision feedback equalizer (DFE) separates the different signal classes using a single hyperplane. It is well known that the popular minimum mean square error (MMSE) design is generally not the optimal minimum bit error rate (MBER) solution. We propose a method of designing the separating hyperplane for the conventional DFE based on support vector machines (SVMs). The SVM design achieves asymptotically the MBER solution and can be computed efficiently.
| Item Type: | Conference or Workshop Item (UNSPECIFIED) |
|---|---|
| Additional Information: | Presented at: IEEE International Conference on Acoustic, Speech, and Signal Processing (Istanbul, Turkey), June 5-9, 2000. Support of U.K. Royal Society under a conference grant (RSS/SG/22610/001/C2) is gratefully acknowledged. Organisation: IEEE Signal Processing Society |
| Divisions: | Faculty of Physical and Applied Science > Electronics and Computer Science > Comms, Signal Processing & Control |
| Item ID: | 251076 |
| Date Deposited: | 12 Feb 2002 |
| Last Modified: | 01 Mar 2012 10:22 |
| Contributors: | Chen, S. (Author) Harris, C. J. (Author) |
| Date: | 2000 |
| Additional Information: | Presented at: IEEE International Conference on Acoustic, Speech, and Signal Processing (Istanbul, Turkey), June 5-9, 2000. Support of U.K. Royal Society under a conference grant (RSS/SG/22610/001/C2) is gratefully acknowledged. Organisation: IEEE Signal Processing Society |
| Status: | Published |
| Publisher: | IEEE |
| Further Information: | Google Scholar |
| ISI Citation Count: | 0 |
| URI: | http://eprints.soton.ac.uk/id/eprint/251076 |
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