2013
Complementary ensemble clustering of biomedical data
Fodeh SJ, Brandt C, Luong TB, Haddad A, Schultz M, Murphy T, Krauthammer M. Complementary ensemble clustering of biomedical data. Journal Of Biomedical Informatics 2013, 46: 436-443. PMID: 23454721, PMCID: PMC4007219, DOI: 10.1016/j.jbi.2013.02.001.Peer-Reviewed Original ResearchConceptsData modalitiesBiomedical dataEnsemble clusteringData mining methodsDifferent clustering approachesDifferent data modalitiesMultiple data modalitiesDifferent application areasNormalized mutual informationMicro-averaged precisionExtraction of informationBiomedical datasetsKmeans algorithmMining methodsClustering approachApplication areasMutual informationFinal clustersSingle modalityClusteringKmeansBetter performanceComplementary ensembleExperimental resultsAlgorithm
2012
Enhancing Clustering by Exploiting Complementary Data Modalities in the Medical Domain
Fodeh SJ, Haddad A, Brandt C, Schultz M, Krauthammer M. Enhancing Clustering by Exploiting Complementary Data Modalities in the Medical Domain. IFIP Advances In Information And Communication Technology 2012, 381: 357-367. PMID: 29479376, PMCID: PMC5823526, DOI: 10.1007/978-3-642-33409-2_37.Peer-Reviewed Original Research