Anguita, Davide and Boni, Andrea and Ridella, Sandro (2002) The Digital Kernel Perceptron. UNSPECIFIED. (In Press)
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Abstract
In this paper, we show that a kernel-based perceptron can be efficiently implemented in digital hardware using very few components. Despite its simplicity, the experimental results on standard data sets show remarkable performance in terms of generalization error.
| Item Type: | Departmental Technical Report |
|---|---|
| Department or Research center: | Information Engineering and Computer Science |
| Subjects: | Q Science > QA Mathematics > QA075 Electronic computers. Computer science T Technology > TA Engineering (General). Civil engineering (General) > TA174 Engineering Design |
| Uncontrolled Keywords: | Digital Electronics, Neural Networks, Learning Theory |
| Additional Information: | To be published in Electronics Letters Vol. 38 No. 10 pp. 445 446, 2002 |
| Report Number: | DIT-02-032 |
| Repository staff approval on: | 21 Jan 2003 |
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