2021
BrainIAK: The Brain Imaging Analysis Kit
Kumar M, Anderson M, Antony J, Baldassano C, Brooks P, Cai M, Chen P, Ellis C, Henselman-Petrusek G, Huberdeau D, Hutchinson J, Li Y, Lu Q, Manning J, Mennen A, Nastase S, Richard H, Schapiro A, Schuck N, Shvartsman M, Sundaram N, Suo D, Turek J, Turner D, Vo V, Wallace G, Wang Y, Williams J, Zhang H, Zhu X, Capotă M, Cohen J, Hasson U, Li K, Ramadge P, Turk-Browne N, Willke T, Norman K. BrainIAK: The Brain Imaging Analysis Kit. Aperture Neuro 2021, 1: 10.52294/31bb5b68-2184-411b-8c00-a1dacb61e1da. PMID: 35939268, PMCID: PMC9351935, DOI: 10.52294/31bb5b68-2184-411b-8c00-a1dacb61e1da.Peer-Reviewed Original ResearchHigh-performance compute clusterData analysis problemsCompute clustersData simulatorJupyter notebooksComputational innovationsPython packageSame codeReal dataAnalysis problemKey problemReal-time functional magnetic resonance imagingMarkov modelEvent segmentationAforementioned techniquesAnalysis techniquesSimilarity analysisSegmentationLaptopBayesian versionFunctional alignmentSimulatorTechniqueRepresentational similarity analysisVariety of techniques
2014
Pruning of memories by context-based prediction error
Kim G, Lewis-Peacock JA, Norman KA, Turk-Browne NB. Pruning of memories by context-based prediction error. Proceedings Of The National Academy Of Sciences Of The United States Of America 2014, 111: 8997-9002. PMID: 24889631, PMCID: PMC4066528, DOI: 10.1073/pnas.1319438111.Peer-Reviewed Original ResearchConceptsFunctional magnetic resonance imagingPattern similarity analysisLong-term memoryMultivariate pattern classificationContext-based predictionsExperienced contextItem representationsMemoryHuman brainUnreliable memorySimilarity analysisPrediction errorAdaptive processItemsMagnetic resonance imagingRobust supportRepresentationPattern classificationResonance imagingContextBrainMemory banksFindingsSupportBehavior