Abstract
In this paper we introduce a procedure that identifies a fixed order of training pattern presentation for Fuzzy ARTMAP. The resulting algorithm is named Ordered Fuzzy ARTMAP. Experimental results have demonstrated that Ordered Fuzzy ARTMAP achieves a network performance that is better than the average Fuzzy ARTMAP network performance (averaged over a fixed number of random orders of pattern presentations), and occasionally better than the maximum Fuzzy ARTMAP network performance (maximum over a fixed number of random orders of pattern presentations). What is also worth noting is that the computational complexity of the aforementioned procedure is only a small fraction of the computational complexity required to complete the training phase of Fuzzy ARTMAP for a single order of pattern presentation.
| Original language | English (US) |
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| Pages | 1717-1721 |
| Number of pages | 5 |
| State | Published - 1998 |
| Externally published | Yes |
| Event | Proceedings of the 1998 IEEE International Joint Conference on Neural Networks. Part 1 (of 3) - Anchorage, AK, USA Duration: May 4 1998 → May 9 1998 |
Conference
| Conference | Proceedings of the 1998 IEEE International Joint Conference on Neural Networks. Part 1 (of 3) |
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| City | Anchorage, AK, USA |
| Period | 5/4/98 → 5/9/98 |
ASJC Scopus subject areas
- Software