ARTMAP-FD: Familiarity discrimination applied to radar target recognition

Author(s): Carpenter, G.A. | Rubin, M.A. | Streilein, M.A. |

Year: 1997

Citation: Proceedings of the International Conference on Neural Networks (ICNN 97), 3, Piscataway, NJ: IEEE Press, 1459-1464.

Abstract: ARTMAP-FD extends fuzzy ARTMAP to perform familiarity discrimination. That is, the network learns to abstain from meaningless guesses on patterns not belonging to a class represented in the training set. ARTMAP-FD can also be applied in conjunction with sequential evidence accumulation. Its performance is illustrated here on simulated radar range profile data.

Topics: Machine Learning, Applications: Remote Sensing, Models: Fuzzy ARTMAP, Modified ART,

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