Informative top-k class associative rule for cancer biomarker discovery on microarray data

• Published in: Expert systems with applications Vol. 146; p. 113169
• Main Authors: Ong, Huey Fang, Mustapha, Norwati, Hamdan, Hazlina, Rosli, Rozita, Mustapha, Aida
• Format: Journal Article
• Language: English
• Published: New York Elsevier Ltd 15.05.2020; Elsevier BV
• Subjects: Algorithms; Associative classification; Biomarker discovery; Biomarkers; Breast cancer; Cancer; Classification; Colorectal cancer; Data analysis; Genes; Information gain; Microarray gene expression; Proteins; Reproducibility; Associative classification; Biomarker discovery; Microarray gene expression; Breast cancer; Information gain; Colorectal cancer

•Biomarker discovery on microarray data for colorectal cancer and breast cancer.•Integration with gene ontology, KEGG pathways, and protein-protein interactions.•Rule interestingness based on information gain, accuracy, and enrichment score.•Information gain and associative classification produce hi...