2023
Gradient-Based Enhancement Attacks in Biomedical Machine Learning
Rosenblatt M, Dadashkarimi J, Scheinost D. Gradient-Based Enhancement Attacks in Biomedical Machine Learning. Lecture Notes In Computer Science 2023, 14242: 301-312. DOI: 10.1007/978-3-031-45249-9_29.Peer-Reviewed Original ResearchBiomedical machinePrediction performanceEnhancement frameworkData provenance trackingPrevalence of machineEnhanced dataHigh feature similaritySimple neural networkProvenance trackingAdversarial attacksNeural networkData manipulationFeature similarityMedical imagingMachineEnhanced datasetOriginal datasetClassifierAttacksDatasetTrustworthinessModel performancePrevious workFrameworkPerformanceConnectome-based machine learning models are vulnerable to subtle data manipulations
Rosenblatt M, Rodriguez R, Westwater M, Dai W, Horien C, Greene A, Constable R, Noble S, Scheinost D. Connectome-based machine learning models are vulnerable to subtle data manipulations. Patterns 2023, 4: 100756. PMID: 37521052, PMCID: PMC10382940, DOI: 10.1016/j.patter.2023.100756.Peer-Reviewed Original ResearchData manipulationNoise attacksPrediction performanceMachine learning modelsManipulated dataLearning modelHigh trustworthinessConnectome dataTrustworthinessAttacksModel performancePredictive modelDownstream analysisPerformanceAcademic researchMachineRobustnessModelConnectomeConnectome-based modelsFunctional connectomeManipulation
2019
Combining multiple connectomes improves predictive modeling of phenotypic measures
Gao S, Greene AS, Constable RT, Scheinost D. Combining multiple connectomes improves predictive modeling of phenotypic measures. NeuroImage 2019, 201: 116038. PMID: 31336188, PMCID: PMC6765422, DOI: 10.1016/j.neuroimage.2019.116038.Peer-Reviewed Original ResearchConceptsMultiple connectomesLarge open-source datasetOpen-source datasetNovel prediction frameworkPredictive modelingSingle predictive modelPredictive modelArt algorithmsPrediction frameworkMultiple tasksPredictive model approachPrincipled waySpecific algorithmsFunctional connectivity matricesConnectivity matrixDifferent tasksPrediction performanceConnectome-based predictive modelingHuman Connectome ProjectTaskSuperior performanceAlgorithmComplementary informationNaïve extensionsConnectome Project