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 statisticsProcessingBayesRetrievalBasicsTechniqueMethodVocabularyTextChallengesChapter 3 Core Informatics Technologies: Data Storage
Nadkarni P. Chapter 3 Core Informatics Technologies: Data Storage. 2016, 49-84. DOI: 10.1016/b978-0-12-803130-8.00003-8.Peer-Reviewed Original ResearchInformation retrievalData elementsText information retrievalInformatics/computer scienceRetrieval of dataIndexing technologyUnstructured textRelational databaseDatabase indexResearch computingComputer scienceData storageRetrievalLarge volumesEfficient operationTechnologyNoSQLComputingQueriesBrief introductionCritical componentStorageProcessingTechnological armamentariumDatabase
2002
Metadata-driven creation of data marts from an EAV-modeled clinical research database
Brandt CA, Morse R, Matthews K, Sun K, Deshpande AM, Gadagkar R, Cohen DB, Miller PL, Nadkarni PM. Metadata-driven creation of data marts from an EAV-modeled clinical research database. International Journal Of Medical Informatics 2002, 65: 225-241. PMID: 12414020, DOI: 10.1016/s1386-5056(02)00047-3.Peer-Reviewed Original ResearchConceptsData martClinical study data management systemsTransaction-oriented systemsData management systemClinical research databaseDatabase schemaEntity attributesAnalytical processingHuman interpretationStudy metadataMetadataManagement systemArbitrary numberData entrySuch dataBrowsingValue modelSchemaMartHigher-level groupingsSystemDataProcessingDatabaseCreation
2000
Integration of a hematopoietic progenitor cell program using the ACT/DB database system
Perrotta P, Nadkarni P. Integration of a hematopoietic progenitor cell program using the ACT/DB database system. Computer Methods And Programs In Biomedicine 2000, 61: 195-207. PMID: 10710182, DOI: 10.1016/s0169-2607(99)00038-3.Peer-Reviewed Original ResearchConceptsClient-server databaseComprehensive software systemSQL Server databaseDiverse data requirementsWeb-based technologiesData entry formsSoftware systemsServer databaseDatabase systemsInformation technologyMicrosoft AccessControl functionalityEntry formData requirementsTechnologyInternetDatabaseQuality assuranceOracleDeploymentSoftwareSystemFunctionalityRequirementsProcessing