Optimum Combiner Performance when Fusing Degraded Classifiers

F.M. Alkoot (Kuwait)


Fusion, Combination, Sum fusion, weak classifiers


We experiment with the fusion of unequal classifiers in a multiple classifier system. We aim to find if the inclusion of a weak classifier yields an improved system performance, and when this improvement is achievable. Results indicate that as weaker classifiers are added, the system improves. This improvement increases reaching a peak value, and then gradually decreases as additional weak classifiers are combined.

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