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- W2030904277 abstract "In classifier combining, predictions of several classifiers are aggregated into a single prediction in order to improve the classification quality. Among others, fuzzy integrals are commonly used as aggregation operators. Usually, Sugeno lambda-measure is used as the fuzzy measure of the integral. However, interaction between the classifiers in the team (diversity), an important property in classifier combining, cannot be modeled by such fuzzy measure. In this paper, we present an interaction-sensitive fuzzy measure (ISFM), which can incorporate the diversity of the team into the aggregation process. Experimental results on 27 datasets show that the Choquet integral w.r.t. the ISFM outperforms the Choquet integral w.r.t. the Sugeno-lambda measure." @default.
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- W2030904277 date "2010-11-01" @default.
- W2030904277 modified "2023-09-26" @default.
- W2030904277 title "Dynamic classifier aggregation using fuzzy integral with interaction-sensitive fuzzy measure" @default.
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- W2030904277 doi "https://doi.org/10.1109/isda.2010.5687260" @default.
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