Learning monotone nonlinear models using the Choquet integral

The learning of predictive models that guarantee monotonicity in the input variables has received increasing attention in machine learning in recent years. By trend, the difficulty of ensuring monotonicity increases with the flexibility or, say, nonlinearity of a model. In this paper, we advocate th...

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Veröffentlicht in:Machine learning 2012-10, Vol.89 (1-2), p.183-211
Hauptverfasser: Fallah Tehrani, Ali, Cheng, Weiwei, Dembczyński, Krzysztof, Hüllermeier, Eyke
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Sprache:eng
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