2024
Computational reconstruction of mental representations using human behavior
Caplette L, Turk-Browne N. Computational reconstruction of mental representations using human behavior. Nature Communications 2024, 15: 4183. PMID: 38760341, PMCID: PMC11101448, DOI: 10.1038/s41467-024-48114-6.Peer-Reviewed Original ResearchConceptsMental representationsGoal of cognitive scienceVisual featuresNeural networkMultiple visual conceptsDeep neural networksConceptual representationCognitive scienceVisual conceptsSemantic spaceSemantic featuresHuman behaviorParticipantsNetworkRepresentationStimuliBehaviorFeaturesImagesComputer reconstructionTask
2019
Deep Graph Similarity Learning for Brain Data Analysis
Ma G, Ahmed N, Willke T, Sengupta D, Cole M, Turk-Browne N, Yu P. Deep Graph Similarity Learning for Brain Data Analysis. 2019, 2743-2751. DOI: 10.1145/3357384.3357815.Peer-Reviewed Original ResearchGraph convolutional networkAUC gainConvolutional networkLearning frameworkMulti-subject fMRI data analysisSiamese neural networkBrain network representationsHigh-order proximityPotential use casesBrain data analysisBrain disease diagnosisMetric-based approachReal fMRI datasetsUse casesSimilarity learningBrain connectivity networksHigher-order convolutionsNeural networkTwin networkFMRI data analysisSpectral embeddingNetwork representationData analysisNetworkBrain network analysis