2023
Acquisition of a Lexicon for Family History Information: Bidirectional Encoder Representations From Transformers–Assisted Sublanguage Analysis
Wang L, He H, Wen A, Moon S, Fu S, Peterson K, Ai X, Liu S, Kavuluru R, Liu H. Acquisition of a Lexicon for Family History Information: Bidirectional Encoder Representations From Transformers–Assisted Sublanguage Analysis. JMIR Medical Informatics 2023, 11: e48072. PMID: 37368483, PMCID: PMC10337517, DOI: 10.2196/48072.Peer-Reviewed Original ResearchChallenge data setInformation extractionClinical decision support applicationsNatural language processing systemsUnified Medical Language SystemLexical resourcesDecision support applicationsBidirectional Encoder RepresentationsLanguage processing systemConcept unique identifiersData setsTransformer-based methodData analyticsElectronic health recordsF1 scoreClinical notesMedicine Clinical TermsEncoder RepresentationsSupport applicationsUnique identifiersProcessing systemSublanguage analysisHistory informationReasonable performanceSystematized Nomenclature
2021
Learning bilingual sentiment lexicon for online reviews
Chang C, Hwang S, Wu M. Learning bilingual sentiment lexicon for online reviews. Electronic Commerce Research And Applications 2021, 47: 101037. DOI: 10.1016/j.elerap.2021.101037.Peer-Reviewed Original ResearchWord vector spaceSentiment lexiconSentiment polarityLexical resourcesDeep feed-forward networkDominant languageLow-resource languagesLexicon-based sentiment analysisOnline reviewsFeed-forward networkVector spaceUnlabeled documentsLexical constraintsSentiment analysisBilingual lexiconDisambiguate wordsLexiconLexical transformationsWordsSentimentData setsLanguageAntonymsNetworkResources
2011
Detecting abbreviations in discharge summaries using machine learning methods.
Wu Y, Rosenbloom S, Denny J, Miller R, Mani S, Giuse D, Xu H. Detecting abbreviations in discharge summaries using machine learning methods. AMIA Annual Symposium Proceedings 2011, 2011: 1541-9. PMID: 22195219, PMCID: PMC3243185.Peer-Reviewed Original ResearchConceptsNatural language processingMachine learning methodsHighest F-measureF-measureClinical natural language processingLexical resourcesClinical abbreviationsTraining setPre-defined featuresRandom forest classifierDomain expertsML algorithmsML classifiersLanguage processingVoting schemeLearning methodsDischarge summariesForest classifierTest setClassifierCorpus-based methodSetResourcesAlgorithmAbbreviations
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