Erin Lee
Associate Research Scientist in Laboratory MedicineAbout
Research
Publications
2026
Quantum Machine Learning and Data Re-Uploading: Evaluation on Benchmark and Laboratory Medicine Data Sets
Durant TJS, Lee SJ, Dudgeon SN, Knight E, Nelson B, Young HP, Ohno-Machado L, Schulz WL. Quantum Machine Learning and Data Re-Uploading: Evaluation on Benchmark and Laboratory Medicine Data Sets. Clinical Chemistry 2026, hvaf192. DOI: 10.1093/clinchem/hvaf192.Peer-Reviewed Original ResearchQuantum Machine Learning and Data Re-Uploading: Evaluation on Benchmark and Laboratory Medicine Data Sets
Durant T, Lee S, Dudgeon S, Knight E, Nelson B, Young H, Ohno-Machado L, Schulz W. Quantum Machine Learning and Data Re-Uploading: Evaluation on Benchmark and Laboratory Medicine Data Sets. Clinical Chemistry 2026, 72: 451-460. PMID: 41728802, DOI: 10.1093/clinchem/hvaf192.Peer-Reviewed Original ResearchQuantum machine learningReal-world healthcare dataMachine learningClassification performanceML algorithmsQuantum machine learning methodsComparison of classification performanceData setsBenchmark data setsLow-dimensional dataClassical machine learningInput dimensionalityRe-uploadingF1 scoreF-scoreClassic algorithmConfiguration parametersAlgorithmAlgorithm developmentLinear algorithmQuantum hardwareImpact of optimismQuantum machinesBaseline comparisonLearning
2024
A primer for quantum computing and its applications to healthcare and biomedical research
Durant T, Knight E, Nelson B, Dudgeon S, Lee S, Walliman D, Young H, Ohno-Machado L, Schulz W. A primer for quantum computing and its applications to healthcare and biomedical research. Journal Of The American Medical Informatics Association 2024, 31: 1774-1784. PMID: 38934288, PMCID: PMC11258415, DOI: 10.1093/jamia/ocae149.Peer-Reviewed Original Research
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