Choquistic Regression: Generalizing Logistic Regression using the Choquet Integral

@inproceedings{Tehrani2011ChoquisticRG,
  title={Choquistic Regression: Generalizing Logistic Regression using the Choquet Integral},
  author={Ali Fallah Tehrani and Weiwei Cheng and Eyke H{\"u}llermeier},
  booktitle={EUSFLAT Conf.},
  year={2011}
}
In this paper, we propose a generalization of logistic regression based on the Choquet integral. The basic idea of our approach, referred to as choquistic regression, is to replace the linear function of predictor variables, which is commonly used in logistic regression to model the log odds of the positive class, by the Choquet integral. Thus, it becomes possible to capture non-linear dependencies and interactions among predictor variables while preserving two important properties of logistic… CONTINUE READING

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