Statistical learning research: A critical review and possible new directions.

R Frost, BC Armstrong, MH Christiansen - Psychological Bulletin, 2019 - psycnet.apa.org
Statistical learning (SL) is involved in a wide range of basic and higher-order cognitive
functions and is taken to be an important building block of virtually all current theories of …

How does the brain learn environmental structure? Ten core principles for understanding the neurocognitive mechanisms of statistical learning

CM Conway - Neuroscience & Biobehavioral Reviews, 2020 - Elsevier
Despite a growing body of research devoted to the study of how humans encode
environmental patterns, there is still no clear consensus about the nature of the …

Learning hierarchical sequence representations across human cortex and hippocampus

S Henin, NB Turk-Browne, D Friedman, A Liu… - Science …, 2021 - science.org
Sensory input arrives in continuous sequences that humans experience as segmented units,
eg, words and events. The brain's ability to discover regularities is called statistical learning …

Statistically induced chunking recall: A memory‐based approach to statistical learning

ES Isbilen, SM McCauley, E Kidd… - Cognitive …, 2020 - Wiley Online Library
The computations involved in statistical learning have long been debated. Here, we build on
work suggesting that a basic memory process, chunking, may account for the processing of …

Changes in statistical learning across development

TA Forest, ML Schlichting, KD Duncan… - Nature Reviews …, 2023 - nature.com
Statistical learning enables learners to extract the environmental regularities necessary to
piece together the structure of their worlds. The capacity for statistical learning and its …

Neurodevelopment of Attention, Learning, and Memory Systems in Infancy

TA Forest, D Amso - Annual Review of Developmental …, 2023 - annualreviews.org
Understanding how we come to make sense of our environments requires understanding
both how we take in new information and how we flexibly process and store that information …

What mechanisms underlie implicit statistical learning? Transitional probabilities versus chunks in language learning

P Perruchet - Topics in cognitive science, 2019 - Wiley Online Library
In a prior review, Perrruchet and Pacton (2006) noted that the literature on implicit learning
and the more recent studies on statistical learning focused on the same phenomena, namely …

Statistical learning as a window into developmental disabilities

JR Saffran - Journal of neurodevelopmental disorders, 2018 - Springer
Until recently, most behavioral studies of children with intellectual and developmental
disabilities (IDD) have used standardized assessments as a means to probe etiology and to …

General precedes specific in memory representations for structured experience.

TA Forest, AS Finn, ML Schlichting - Journal of Experimental …, 2022 - psycnet.apa.org
Decades of work has shown that learners rapidly extract structure from their environment,
later leveraging their knowledge of what is more versus less consistent with prior experience …

A common probabilistic framework for perceptual and statistical learning

J Fiser, G Lengyel - Current Opinion in Neurobiology, 2019 - Elsevier
Highlights•Methods and results of Perceptual (PL) and Statistical Learning (SL) are
converging.•A Hierarchical Bayesian framework can unify the treatment of PL and SL.•We …