2014
Natural Language Processing in Biomedicine: A Unified System Architecture Overview
Doan S, Conway M, Phuong T, Ohno-Machado L. Natural Language Processing in Biomedicine: A Unified System Architecture Overview. Methods In Molecular Biology 2014, 1168: 275-294. PMID: 24870142, DOI: 10.1007/978-1-4939-0847-9_16.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsNatural language processingNLP systemsLanguage processingClinical natural language processingBiomedical natural language processingClinical decision supportImportant data sourceArchitectural viewsStructured data fieldsArchitecture overviewData sharingNLP toolsGeneral architectureDecision supportKnowledge resourcesBackground knowledgeData fieldsCollaborative workSystem evaluationData sourcesCurrent research effortsElectronic medical recordsResearch effortsProcessingQuality assurance
2012
Privacy-preserving heterogeneous health data sharing
Mohammed N, Jiang X, Chen R, Fung B, Ohno-Machado L. Privacy-preserving heterogeneous health data sharing. Journal Of The American Medical Informatics Association 2012, 20: 462-469. PMID: 23242630, PMCID: PMC3628047, DOI: 10.1136/amiajnl-2012-001027.Peer-Reviewed Original ResearchConceptsSet-valued dataDifferential privacyNoise additionPrivacy-preserving mannerAdversary's background knowledgeStrong privacy guaranteesBackground knowledgeHealth data sharingPrivacy modelPrivacy guaranteesSensitive dataData sharingHealthcare dataPrivate mannerAlgorithm designPrivacyRaw dataSynthetic dataAlgorithmHealth dataProbabilistic wayDiscriminative analysisExperimental resultsUseful informationClassification analysis