2015
VERTIcal Grid lOgistic regression (VERTIGO)
Li Y, Jiang X, Wang S, Xiong H, Ohno-Machado L. VERTIcal Grid lOgistic regression (VERTIGO). Journal Of The American Medical Informatics Association 2015, 23: 570-579. PMID: 26554428, PMCID: PMC4901373, DOI: 10.1093/jamia/ocv146.Peer-Reviewed Original ResearchConceptsFederated data analysisReal-world medical classification problemsMedical classification problemsLogistic regression algorithmAccurate global modelData setsReal data setsClassification problemExchange of informationLR problemTime complexityComputational complexityExpensive operationRegression algorithmComputational costData analysisAlgorithmDual optimizationTechnical challengesLarge amountComplexityPatient recordsLR modelNovel techniqueHessian matrix
2002
Open source handheld-based EMR for paramedics working in rural areas.
Anantraman V, Mikkelsen T, Khilnani R, Kumar V, Pentland A, Ohno-Machado L. Open source handheld-based EMR for paramedics working in rural areas. AMIA Annual Symposium Proceedings 2002, 12-6. PMID: 12463777, PMCID: PMC2244537.Peer-Reviewed Original Research