Personalized Medicine

Daily prediction of ICU readmissions using feature engineering and ensemble fuzzy modeling

R Viegas, CM Salgado, S Curto, JP Carvalho, SM Vieira and SN Finkelstein
in Expert Systems With Applications

Keywords: | Fuzzy systems | Feature engineering | Ensemble modeling | Intensive care unit | Personalized medicine |

August 15, 2017

This paper proposes a feature engineering approach and Takagi-Sugeno-based ensemble fuzzy models for predicting ICU readmissions on a daily basis.

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Ensemble fuzzy models in personalized medicine: Application to vasopressors administration

CM Salgado, SM Vieira, LF Mendonça, SN Finkelstein and JMC Sousa
in Engineering Applications of Artificial Intelligence

Keywords: | Clustering | Fuzzy systems | Ensemble modeling | Intensive care unit | Personalized medicine | Vasopressors |

November 14, 2015

This paper proposes ensemble fuzzy modeling for personalized medicine in the intensive care unit (ICU), in particular for the prediction of vasopressors administration.

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