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stat.ML2022★ 1 cited
Improving the Predictive Performances of Nearest Neighbors Learning by Efficient Variable Selection
Eddie Pei, Ernest Fokoue
This paper computationally demonstrates a sharp improvement in predictive performance for nearest neighbors thanks to an efficient forward selection of the predictor variables.…
cs.CY2022
Efficient Novelty Detection Methods for Early Warning of Potential Fatal Diseases
Sèdjro Salomon Hotegni, Ernest Fokoué
Fatal diseases, as Critical Health Episodes (CHEs), represent real dangers for patients hospitalized in Intensive Care Units. These episodes can lead to irreversible organ damage a…
stat.ML2022
A Computational Exploration of Emerging Methods of Variable Importance Estimation
Louis Mozart Kamdem, Ernest Fokoue
Estimating the importance of variables is an essential task in modern machine learning. This help to evaluate the goodness of a feature in a given model. Several techniques for est…