Back

On the automaticity of visual statistical learning

Himberger, K. D.; Finn, A. S.; Honey, C. J.

2022-07-06 neuroscience
10.1101/2022.07.04.498716 bioRxiv
Show abstract

Humans can extract regularities from their environment, enabling them to recognize and predict sequences of events. The process of regularity extraction is called statistical learning and is generally thought to occur rapidly and automatically; that is, regularities are extracted from repeated stimulus presentations, without intent or awareness, as long as the stimuli are attended. We hypothesized that visual statistical learning is not entirely automatic, even when stimuli are attended, and that the learning depends on the extent to which viewers process the relationships between stimuli. To test this, we measured statistical learning performance across seven conditions in which participants (N=774) viewed image sequences. As task instructions across conditions increasingly required participants to attend to relationships between stimuli, their learning performance increased from chance to robust levels. We conclude that the learning observed in visual statistical learning paradigms is, for the most part, not automatic and requires more than passively attending to stimuli.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
npj Science of Learning
19 papers in training set
Top 0.1%
25.7%
2
Psychological Science
18 papers in training set
Top 0.1%
12.1%
3
Journal of Experimental Psychology: Human Perception and Performance
13 papers in training set
Top 0.1%
7.6%
4
PLOS ONE
5266 papers in training set
Top 27%
6.1%
50% of probability mass above
5
Proceedings of the National Academy of Sciences
2444 papers in training set
Top 10%
5.3%
6
eLife
5828 papers in training set
Top 26%
4.7%
7
Scientific Reports
3612 papers in training set
Top 24%
4.2%
8
Journal of Vision
110 papers in training set
Top 0.3%
4.2%
9
Cognition
47 papers in training set
Top 0.2%
3.1%
10
PLOS Computational Biology
1863 papers in training set
Top 12%
2.4%
11
Communications Psychology
22 papers in training set
Top 0.1%
2.4%
12
Journal of Experimental Psychology: General
23 papers in training set
Top 0.2%
2.1%
13
Current Biology
665 papers in training set
Top 6%
2.1%
14
Proceedings of the Royal Society B: Biological Sciences
393 papers in training set
Top 3%
2.1%
15
Journal of Neurophysiology
302 papers in training set
Top 2%
1.7%
16
Nature Communications
5641 papers in training set
Top 46%
1.7%
17
Journal of Cognitive Neuroscience
135 papers in training set
Top 1%
1.5%
18
Attention, Perception, & Psychophysics
17 papers in training set
Top 0.2%
1.5%
19
Learning & Memory
23 papers in training set
Top 0.2%
1.1%
20
iScience
1154 papers in training set
Top 28%
1.1%
21
Nature Human Behaviour
95 papers in training set
Top 2%
1.1%
22
Psychonomic Bulletin & Review
14 papers in training set
Top 0.3%
0.6%