2018
DOI: 10.1146/annurev-psych-122216-011805
|View full text |Cite
|
Sign up to set email alerts
|

Infant Statistical Learning

Abstract: Perception involves making sense of a dynamic, multimodal environment. In the absence of mechanisms capable of exploiting the statistical patterns in the natural world, infants would face an insurmountable computational problem. Infant statistical learning mechanisms facilitate the detection of structure. These abilities allow the infant to compute across elements in their environmental input, extracting patterns for further processing and subsequent learning. In this selective review, we summarize findings th… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
2
1
1

Citation Types

6
189
0
3

Year Published

2018
2018
2023
2023

Publication Types

Select...
8

Relationship

1
7

Authors

Journals

citations
Cited by 285 publications
(198 citation statements)
references
References 132 publications
6
189
0
3
Order By: Relevance
“…Frequency effects on learning are well recognized in psycholinguistics (Bod, Hay, & Jannedy, ; Bybee & Hopper, ), and there is much research evidencing connectionist (Christiansen & Chater, ), statistical (Saffran & Kirkham, ), and exemplar‐based (Pierrehumbert, ) language learning.…”
Section: Learning and Representationmentioning
confidence: 99%
“…Frequency effects on learning are well recognized in psycholinguistics (Bod, Hay, & Jannedy, ; Bybee & Hopper, ), and there is much research evidencing connectionist (Christiansen & Chater, ), statistical (Saffran & Kirkham, ), and exemplar‐based (Pierrehumbert, ) language learning.…”
Section: Learning and Representationmentioning
confidence: 99%
“…Research on adult event segmentation mechanisms provides hints about how these mechanisms may develop in children. Infants could use statistical learning of action regularities to bootstrap event segmentation, similar to adults (Buchsbaum et al, ) and similar to infants’ use of statistical learning to bootstrap speech segmentation (see Saffran & Kirkham, , for a review). Moreover, given the redundancy between movement features and goal structures in events (Zacks et al, )—particularly for everyday events—one possibility is that infants may initially be sensitive to low‐level event structure (i.e., action regularities, movement features), and may gradually learn about the goal structure of events through the overlap of these structures (Baldwin et al, ).…”
Section: Adults: Leveraging Event Predictions For Segmentationmentioning
confidence: 99%
“…How they achieve this is currently unclear. While all modern theories of cognitive development agree that infants possess powerful general mechanisms for learning about the world (Csibra & Gergely, ; Doumas, Hummel, & Sandhofer, ; Endress & Bonatti, ; Frost, Armstrong, Siegelman, & Christiansen, ; Gopnik, ; Marcus, ; Romberg & Saffran, ; Saffran & Kirkham, ; Smith, Suanda, & Yu, ), the ways in which these mechanisms are narrowed and specialized, to focus on extracting the most vital information from different specific domains, is much more controversial.…”
Section: Introductionmentioning
confidence: 99%