Rubin, Mark2011-11-142011-11-141999-02https://hdl.handle.net/2144/2224We obtain a bound on the expected error rate of the fuzzy ARTMAP neural network employed as a classifier. This bound is based on leave-one-out estimation of the classification error, and is analogous to a bound on the expected error rate for support vector machines.en-USCopyright 1999 Boston University. Permission to copy without fee all or part of this material is granted provided that: 1. The copies are not made or distributed for direct commercial advantage; 2. the report title, author, document number, and release date appear, and notice is given that copying is by permission of BOSTON UNIVERSITY TRUSTEES. To copy otherwise, or to republish, requires a fee and / or special permission.Error boundClassificationFuzzy ARTMAPSupport vector machinesLeave-one-outTechnical ReportBoston University Trustees