2022
Time-resolved multivariate pattern analysis of infant EEG data: A practical tutorial
Ashton K, Zinszer BD, Cichy RM, Nelson CA, Aslin RN, Bayet L. Time-resolved multivariate pattern analysis of infant EEG data: A practical tutorial. Developmental Cognitive Neuroscience 2022, 54: 101094. PMID: 35248819, PMCID: PMC8897621, DOI: 10.1016/j.dcn.2022.101094.Peer-Reviewed Original ResearchConceptsTime-resolved multivariate pattern analysisMultivariate pattern analysisInfant EEG dataEEG dataRepresentational similarity analysisRelevant stimulus dimensionCognitive neuroscienceStudy of childrenNeural representationStimulus dimensionsStudy of infantsChance accuracyStimulus imagesArtifact-free EEG dataPattern analysisCommon infantInfant neuroimagingElectro-encephalographyLinear SVM classificationSimilarity analysis
2014
Rich analysis and rational models: inferring individual behavior from infant looking data
Piantadosi ST, Kidd C, Aslin R. Rich analysis and rational models: inferring individual behavior from infant looking data. Developmental Science 2014, 17: 321-337. PMID: 24750256, PMCID: PMC3996510, DOI: 10.1111/desc.12083.Peer-Reviewed Original ResearchConceptsCognitive modelInfant attentionBayesian data analysis approachStimulus complexityCognitive developmentStudy of infantsDependent measuresModel beliefsStatistical learning modelsIndividual behaviorIndividual infantsProbabilistic expectationsLearning modelBeliefsRational modelAttentionAslinRecent findingsRich analysisAnalytic techniquesStimuliData analysis approachBehaviorAnalysis approachInfants