2023
Human generalization of internal representations through prototype learning with goal-directed attention
Pettine W, Raman D, Redish A, Murray J. Human generalization of internal representations through prototype learning with goal-directed attention. Nature Human Behaviour 2023, 7: 442-463. PMID: 36894642, DOI: 10.1038/s41562-023-01543-7.Peer-Reviewed Original ResearchConceptsInternal representationGoal-directed attentionHuman generalizationIndividual exemplarsExemplar representationsMinority of participantsLearning taskExternal worldLatent causesDiscriminative featuresPrototype representationMajority of participantsParticipantsRepresentationTheoretical modelAttentionTaskExemplarsDecision boundariesPeopleExperienceGeneralizationFeedbackSituationBehavior
2019
Invertible Network for Classification and Biomarker Selection for ASD
Zhuang J, Dvornek NC, Li X, Ventola P, Duncan JS. Invertible Network for Classification and Biomarker Selection for ASD. Lecture Notes In Computer Science 2019, 11766: 700-708. PMID: 32274471, PMCID: PMC7144624, DOI: 10.1007/978-3-030-32248-9_78.Peer-Reviewed Original ResearchInvertible networksDeep learning methodsDeep learning modelsBlack-box natureLowest regression errorRegression tasksClassification taskLearning methodsLearning modelDecision boundariesModel decisionsImportant edgesLinear classifierConnectivity matrixASD classificationNetworkBlack-box representationBiomarker selectionRegression errorsData pointsImportance measuresTaskNovel methodClassificationClassifierLarge-Margin Classification in Hyperbolic Space.
Cho H, DeMeo B, Peng J, Berger B. Large-Margin Classification in Hyperbolic Space. Proceedings Of Machine Learning Research 2019, 89: 1832-1840. PMID: 32832915, PMCID: PMC7434093.Peer-Reviewed Original ResearchHyperbolic spaceHyperbolic geometrySupport vector machine classifierReal-world problemsVector machine classifierHyperbolic formulationGeometric interpretationEuclidean spaceEuclidean counterpartCertain classKernel SVMClassification accuracyWord embeddingsMachine classifierDecision boundariesComplex networksAccurate classificationMargin classificationSVMIndefinite kernelsTheoretical connectionsSpaceHierarchical relationshipsEnd analysisGeometry
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