2 papers
cs.LG2020
Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise
Sergio González, Salvador García, Sheng-Tun Li +2
This paper proposes a new model based on Fuzzy k-Nearest Neighbors for classification with monotonic constraints, Monotonic Fuzzy k-NN (MonFkNN). Real-life data-sets often do not c…
cs.LG2020
Smart Data driven Decision Trees Ensemble Methodology for Imbalanced Big Data
Diego García-Gil, Salvador García, Ning Xiong +1
Differences in data size per class, also known as imbalanced data distribution, have become a common problem affecting data quality. Big Data scenarios pose a new challenge to trad…