Joint use of over- and under-sampling techniques and cross-validation for the development and assessment of prediction models

The detection of risk pathways, regulated by miRNAs, via the integration of sample-matched miRNA-mRNA profiles and pathway structure

(2014) Jing Li et al.   JOURNAL OF BIOMEDICAL INFORMATICS

SMOTE for high-dimensional class-imbalanced data

(2013) Rok Blagus et al.   BMC BIOINFORMATICS

An improved survivability prognosis of breast cancer by using sampling and feature selection technique to solve imbalanced patient classification data

(2013) Kung-Jeng Wang et al.   BMC Medical Informatics and Decision Making

An SVM-based high-quality article classifier for systematic reviews

(2013) Seunghee Kim et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Reporting and Methods in Clinical Prediction Research: A Systematic Review

(2012) Walter Bouwmeester et al.   PLOS MEDICINE

Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting

(2011) Gary S Collins et al.   BMC Medicine

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Countering imbalanced datasets to improve adverse drug event predictive models in labor and delivery

(2008) L.M. Taft et al.   JOURNAL OF BIOMEDICAL INFORMATICS