2019
Young children combine sensory cues with learned information in a statistically efficient manner: But task complexity matters
Bejjanki VR, Randrup ER, Aslin RN. Young children combine sensory cues with learned information in a statistically efficient manner: But task complexity matters. Developmental Science 2019, 23: e12912. PMID: 31608526, PMCID: PMC7153990, DOI: 10.1111/desc.12912.Peer-Reviewed Original ResearchConceptsBayes-optimal fashionSensory cuesCognitive abilitiesSensory informationTask complexity mattersGeneral cognitive abilityUncertain sensory informationYoung children's abilityAvailable sensory cuesYoung children's behaviorYoung childrenEnvironmental regularitiesSensory uncertaintyChildren's abilityTask performanceTask complexityChild behaviorComplexity mattersAdult mannerCuesHuman adultsPrevious researchSuch regularitiesChildrenAdults
2016
Learning and inference using complex generative models in a spatial localization task
Bejjanki VR, Knill DC, Aslin RN. Learning and inference using complex generative models in a spatial localization task. Journal Of Vision 2016, 16: 9-9. PMID: 26967015, PMCID: PMC4790422, DOI: 10.1167/16.5.9.Peer-Reviewed Original ResearchConceptsBayes-optimal behaviorUncertain sensory informationSensory informationNatural tasksLocalization taskBayes-optimal integrationBayes-optimal mannerSpatial localization taskSimple task conditionsGenerative modelSimple taskComplex generative modelsTask conditionsHuman performanceTrial basisHuman observersTaskPrior integrationParticipantsLarge bodyObserverPrior knowledgeTouch screenVarianceBehavior