H. Bahr, R. F. DeMara, and M. Georgiopoulos, "Integer-Encoded Massively Parallel Processing of Fast-Learning ARTMAP Networks," in Proceedings of the 1997 SPIE AeroSense Symposium (AeroSense?бе97), pp. 678 - 689, Orlando, Florida, U.S.A., April 21 - 24, 1997. Abstract: In this paper we develop techniques that are suitable for the parallel implementation of Fuzzy ARTMAP networks. Speedup and learning performance results are provided for execution on a DECmpp/Sx-1208 parallel processor consisting of a DEC RISC Workstation Front-End (FE) and MasPar MP-1 Back-End (BE) with 8,192 processors. Experiments of the parallel implementation were conducted on the Letters benchmark database developed by Frey and Slate. The results indicate a speedup on the order of 1000-fold which allows combined training and testing time of under four minutes.