Overly optimistic prediction results on imbalanced data: a case study of flaws and benefits when applying over-sampling

Vandewiele, GillesGillesVandewieleDehaene, IsabelleIsabelleDehaeneKovacs, GyorgyGyorgyKovacsSterckx, LucasLucasSterckxJanssens, OlivierOlivierJanssensRoelens, KristienKristienRoelensDecruyenaere, JohanJohanDecruyenaereOngenae, FemkeFemkeOngenaeDe Backere, FemkeFemkeDe BackereDe Turck, FilipFilipDe TurckVan Hoecke, SofieSofieVan HoeckeDe Meester, ThomasThomasDe Meester2022-02-232022-02-2320210933-3657WOS:000612815000002https://imec-publications.be/handle/20.500.12860/39045Overly optimistic prediction results on imbalanced data: a case study of flaws and benefits when applying over-samplingJournal article10.1016/j.artmed.2020.101987WOS:000612815000002SMOTEMEDLINE:33461687