2017
Ensembles of NLP Tools for Data Element Extraction from Clinical Notes.
Kuo T, Rao P, Maehara C, Doan S, Chaparro J, Day M, Farcas C, Ohno-Machado L, Hsu C. Ensembles of NLP Tools for Data Element Extraction from Clinical Notes. AMIA Annual Symposium Proceedings 2017, 2016: 1880-1889. PMID: 28269947, PMCID: PMC5333200.Peer-Reviewed Original ResearchConceptsNatural language processingNLP toolsElectronic health recordsData elementsConcept extractionLanguage processingEnsemble methodDiverse conceptsEvaluation resultsHealth recordsElement extractionClinical notesPlausible solutionToolPipelineExtractionPerformanceEnsembleExtraction performanceConceptNarrative textProcessingText
2015
Novel Topic Diffusion Prediction using Latent Semantic and User Behavior
Hung S, Kuo T, Lin S. Novel Topic Diffusion Prediction using Latent Semantic and User Behavior. 2015, 1-6. DOI: 10.1145/2818869.2818877.Peer-Reviewed Original ResearchNatural language processingSocial network analysisLeverage natural language processingReal-world social networksWorld social networksDiffusion predictionLearning-based frameworkDiverse information sourcesSocial network analysis techniquesSocial media dataExtract featuresUser behaviorMicroblog dataPrediction taskBig DataLanguage processingMedia dataResearch domainSocial networksInformation sourcesUsersNovel topicsHttp://mslabMicroblogFramework