2022
How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning?
Zhuang C, Xiang V, Bai Y, Jia X, Turk-Browne N, Norman K, DiCarlo J, Yamins D. How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning? Advances In Neural Information Processing Systems 2022, 35: 22628-22642. PMID: 38435074, PMCID: PMC10906807.Peer-Reviewed Original ResearchSelf-supervised algorithmLearning algorithmsReal-timeStreams of visual inputNeural network modelHuman learning abilitiesMoCo v2Catastrophic forgettingLearning benchmarksLearning capabilityVisual inputReal worldHuman learnersNetwork modelVisual knowledgeLeverage memoryPerformance of modelsAlgorithmHuman performanceBenchmarksNegative samplesContext-sensitiveLearning abilityLearningVision setting
2016
Real-Time Full Correlation Matrix Analysis of fMRI Data
Wang Y, Keller B, Capotă M, Anderson M, Sundaram N, Cohen J, Lit K, Turk-Browne N, Willke T. Real-Time Full Correlation Matrix Analysis of fMRI Data. 2016, 1242-1251. DOI: 10.1109/bigdata.2016.7840728.Peer-Reviewed Original ResearchReal-time classificationReal-time dataData velocityFeature selectionIncremental feature selectionComputational challengesOffline analysis methodsReal-time functional magnetic resonance imagingSame accuracyAnalysis methodWorkflowMachineAlgorithmModel updatingFMRI dataSystemImplementationClassificationUpdatingToolboxAccuracyHuman brainProcessingMatrix analysisStreams