2002
Building an asynchronous web-based tool for machine learning classification.
Weber G, Vinterbo S, Ohno-Machado L. Building an asynchronous web-based tool for machine learning classification. AMIA Annual Symposium Proceedings 2002, 869-73. PMID: 12463949, PMCID: PMC2244467.Peer-Reviewed Original ResearchConceptsClassification methodDownloadable software toolsWeb-based applicationSupervised learning methodsSupport vector machineNearest neighbor classifierWeb-based toolWeb-based analysis toolWeb applicationBioinformatics LaboratorySoftware toolsFree softwareLearning methodsSophisticated algorithmsVector machineNeighbor classifierLinear discriminant analysisAnalysis toolsDisease classificationClassification treesLimited budgetShort amountRemote locationsHigh-throughput gene expression dataGene expression data
1997
A virtual repository approach to clinical and utilization studies: application in mammography as alternative to a national database.
Ohno-Machado L, Boxwala A, Ehresman J, Smith D, Greenes R. A virtual repository approach to clinical and utilization studies: application in mammography as alternative to a national database. AMIA Annual Symposium Proceedings 1997, 369-73. PMID: 9357650, PMCID: PMC2233552.Peer-Reviewed Original ResearchConceptsMammography databaseVisualization of resultsHeterogeneous databasesFederated databasesCentralized architectureExploratory analysis toolLegacy systemsCommon queriesPrototype systemQueriesVirtual repositoryAlternative architecturesImmediate displayDifferent databasesArchitectureAnalysis toolsMammography dataUse of dataRepositoryMammography reportsDatabaseUsersDownloadSystemVisualization