Sensitivity analysis in connectionist modeling |
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Authors: | Walter Schneider |
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Affiliation: | 1. University of Pittsburgh, LRDC: Building, 3939 O’Hara St., 15260, Pittsburgh, PA
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Abstract: | The application of sensitivity analysis methodology to connectionist modeling is discussed. Sensitivity analysis examines the functional relationship of parameters in dynamic systems to specify the interactions of parameters and the boundary conditions of dynamic system models. Sensitivity analysis is contrasted with parameter estimation. Reasons to favor sensitivity analysis in connectionist modeling are discussed. Six steps for sensitivity analysis are detailed with examples from the modeling of short- and long-term memory retrieval. |
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