Evolutionary Strategies Enable Systematic and Reliable Uncertainty Quantification: A Proof-of-Concept Pilot Study on Resting-State Functional MRI Language Lateralization
Stember J, Dishner K, Jenabi M, Pasquini L, K Peck K, Saha A, Shah A, O’Malley B, Ilica A, Kelly L, Arevalo-Perez J, Hatzoglou V, Holodny A, Shalu H. Evolutionary Strategies Enable Systematic and Reliable Uncertainty Quantification: A Proof-of-Concept Pilot Study on Resting-State Functional MRI Language Lateralization. Journal Of Imaging Informatics In Medicine 2024, 38: 576-586. PMID: 38980624, PMCID: PMC11810852, DOI: 10.1007/s10278-024-01188-6.Peer-Reviewed Original ResearchOut-of-distributionDeep neuroevolutionArtificial intelligenceOut-of-distribution imagesTrustworthy artificial intelligenceTest set accuracyUncertainty quantificationComputational complexityEffective uncertainty quantificationAleatoric uncertaintyDistribution entropyMedical diagnosisUQ methodsRadiology applicationsClinical workflowOptimal strategyEnablersNeuroevolutionExpert reviewUQ approachEnsembleExpert assessmentIntelligenceMapsModel ensemble
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply