Specificity of representations in infants' visual statistical learning

Autor: Stephanie Chen-Wu Gluck, Katharine Graf Estes, Elizabeth J. Goldman, Dylan M. Antovich
Rok vydání: 2020
Předmět:
Male
genetic structures
1.2 Psychological and socioeconomic processes
1.1 Normal biological development and functioning
Generalization
Visual statistical learning
Experimental and Cognitive Psychology
Pattern Recognition
Basic Behavioral and Social Science
Article
050105 experimental psychology
Child Development
Clinical Research
Underpinning research
Generalization (learning)
Behavioral and Social Science
Developmental and Educational Psychology
Feature (machine learning)
Humans
Psychology
0501 psychology and cognitive sciences
Eye Disease and Disorders of Vision
Sequence
Thesaurus (information retrieval)
Modalities
business.industry
Statistical learning
05 social sciences
Infant
Pattern recognition
Experimental Psychology
Specificity of learning
Object (computer science)
Habituation paradigm
Pattern Recognition
Visual

Face (geometry)
Infant cognition
Female
Cognitive Sciences
Artificial intelligence
Probability Learning
business
Visual
Object processing
050104 developmental & child psychology
Zdroj: J Exp Child Psychol
Popis: Past work has demonstrated infants’ robust statistical learning across visual and auditory modalities. However, the specificity of representations produced via visual statistical learning has not been fully explored. The current study addressed this by investigating infants’ abilities to identify previously learned object sequences when some object features (e.g., shape, face) aligned with prior learning and other features did not. Experiment 1 replicated past work demonstrating that infants can learn statistical regularities across sequentially presented objects and extended this finding to 16-month-olds. In Experiment 2, infants viewed test sequences in which one object feature (e.g., face) had been removed but the other feature (e.g., shape) was maintained, resulting in failure to identify familiar sequences. We further probed learning specificity by assessing infants’ recognition of sequences when one feature was altered rather than removed (Experiment 3) and when one feature was uncorrelated with the original sequence structure (Experiment 4). In both cases, infants failed to identify sequences in which object features were not identical between learning and test. These findings suggest that infants are limited in their ability to generalize the statistical structure of an object sequence when the objects’ features do not align between learning and test.
Databáze: OpenAIRE