2015
Classification of Cancer Primary Sites Using Machine Learning and Somatic Mutations
Chen Y, Sun J, Huang L, Xu H, Zhao Z. Classification of Cancer Primary Sites Using Machine Learning and Somatic Mutations. BioMed Research International 2015, 2015: 491502. PMID: 26539502, PMCID: PMC4619847, DOI: 10.1155/2015/491502.Peer-Reviewed Original ResearchConceptsMachine learningF-measureAvailable big dataSupport vector machineBig dataVector machineClassification experimentsAccurate classificationCancer classificationGene function informationMachineSomatic mutation informationClassificationMutation informationFunction informationLearningGene symbolsInformationGene featuresGreat opportunityPerformanceSomatic mutation dataMutation dataAccuracyPrediction
2007
Gene symbol disambiguation using knowledge-based profiles
Xu H, Fan J, Hripcsak G, Mendonça E, Markatou M, Friedman C. Gene symbol disambiguation using knowledge-based profiles. Bioinformatics 2007, 23: 1015-1022. PMID: 17314123, DOI: 10.1093/bioinformatics/btm056.Peer-Reviewed Original ResearchConceptsKnowledge sourcesSimilarity scoresInformation retrieval methodsGene symbol disambiguationText mining systemKnowledge-based profilesTesting data setsBiomedical entitiesBiomedical domainMEDLINE abstractsHigh similarity scoresRetrieval methodAmbiguous genesEntrez GeneGene symbolsDisambiguation taskTesting set