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Enhancing Classification Performance on Imbalanced Datasets Through Complexity‐Guided Oversampling With SMOTE

open access: yesExpert Systems, Volume 43, Issue 8, August 2026.
ABSTRACT Improving classification performance on imbalanced datasets remains a challenging problem in machine learning. Synthetic oversampling techniques such as SMOTE are widely used to address class imbalance; however, their random interpolation strategy often ignores structural data properties, which may affect classifier generalisation.
Jose L. Morillo‐Salas   +3 more
wiley   +1 more source

[Patient-centered clinical ultrasound: Reflections prompted by a recent article]. [PDF]

open access: yesAten Primaria
Carbajo Martín L   +4 more
europepmc   +1 more source

Modeled Scenario Projections for the Ebola Disease Outbreak Caused by Bundibugyo Virus, 2026. [PDF]

open access: yesMMWR Morb Mortal Wkly Rep
Mooring EQ   +7 more
europepmc   +1 more source

[The chalice, the harp, and primary healthcare]. [PDF]

open access: yesAten Primaria
Riera Armengol L   +2 more
europepmc   +1 more source

[Impact of the Healthcare Triad Model on Primary Care accessibility: a quasi-experimental before-and-after study]. [PDF]

open access: yesAten Primaria
Cañas Tornero F   +3 more
europepmc   +1 more source

Differential distribution of antiviral serology across multiple sclerosis phenotypes and its implications for disease pathogenesis. [PDF]

open access: yesSci Rep
Dominguez-Mozo MI   +15 more
europepmc   +1 more source

[Medical students' perspectives on longitudinal tutoring in Primary Care]. [PDF]

open access: yesAten Primaria
Cánovas Zaldúa Y   +3 more
europepmc   +1 more source

[FASEa-C Project: Pharmacists Joining the Team in Chronic Care Monitoring]. [PDF]

open access: yesAten Primaria
Méndez Esteban MI   +5 more
europepmc   +1 more source

[Planetary health: The inescapable role of family medicine]. [PDF]

open access: yesAten Primaria
Galindo Ortega G   +4 more
europepmc   +1 more source

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