2016
Chapter 4 Core Technologies: Machine Learning and Natural Language Processing
Nadkarni P. Chapter 4 Core Technologies: Machine Learning and Natural Language Processing. 2016, 85-114. DOI: 10.1016/b978-0-12-803130-8.00004-x.Peer-Reviewed Original ResearchNatural language processingMachine learningLanguage processingInformation retrieval methodsMachine learning techniquesUnsupervised learning methodMachine-learning conceptsInformation retrievalSequential dataLearning methodsFundamental techniqueLearningTraditional statisticsProcessingBayesRetrievalBasicsTechniqueMethodVocabularyTextChallenges
2003
Creating knowledgebases to text-mine PUBMED articles using clustering techniques.
Crasto CJ, Morse TM, Migliore M, Nadkarni P, Hines M, Brash DE, Miller PL, Shepherd GM. Creating knowledgebases to text-mine PUBMED articles using clustering techniques. AMIA Annual Symposium Proceedings 2003, 2003: 821. PMID: 14728326, PMCID: PMC1479923.Peer-Reviewed Original ResearchIntegrating Query of Relational and Textual Data in Clinical Databases: A Case Study
Fisk JM, Mutalik P, Levin FW, Erdos J, Taylor C, Nadkarni P. Integrating Query of Relational and Textual Data in Clinical Databases: A Case Study. Journal Of The American Medical Informatics Association 2003, 10: 21-38. PMID: 12509355, PMCID: PMC150357, DOI: 10.1197/jamia.m1133.Peer-Reviewed Original ResearchConceptsRelational database management systemInformation retrievalDatabase management systemClinical data martCommodity softwareFuzzy searchingText indexingRelational searchTextual dataData martIR softwareBoolean searchManagement systemMedical textsSoftwareSearchingDocumentsQueriesTextIndexingClinical databaseCase studyIR facilitiesRetrievalVendors