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The discovery of processing stages: Extension of Sternberg’s method
- Source :
- Psychological Review, 481-509. AMER PSYCHOLOGICAL ASSOC, STARTPAGE=481;ENDPAGE=509;ISSN=0033-295X;TITLE=Psychological Review
- Publication Year :
- 2016
- Publisher :
- American Psychological Association (APA), 2016.
-
Abstract
- We introduce a method for measuring the number and durations of processing stages from the electroencephalographic signal and apply it to the study of associative recognition. Using an extension of past research that combines multivariate pattern analysis with hidden semi-Markov models, the approach identifies on a trial-by-trial basis where brief sinusoidal peaks (called bumps) are added to the ongoing electroencephalographic signal. We propose that these bumps mark the onset of critical cognitive stages in processing. The results of the analysis can be used to guide the development of detailed process models. Applied to the associative recognition task, the hidden semi-Markov models multivariate pattern analysis method indicates that the effects of associative strength and probe type are localized to a memory retrieval stage and a decision stage. This is in line with a previously developed the adaptive control of thought-rational process model, called ACT-R, of the task. As a test of the generalization of our method we also apply it to a data set on the Sternberg working memory task collected by Jacobs, Hwang, Curran, and Kahana (2006). The analysis generalizes robustly, and localizes the typical set size effect in a late comparison/decision stage. In addition to providing information about the number and durations of stages in associative recognition, our analysis sheds light on the event-related potential components implicated in the study of recognition memory. (PsycINFO Database Record
- Subjects :
- Typical set
Generalization
Computer science
Article
050105 experimental psychology
Pattern Recognition, Automated
Task (project management)
Association
Machine Learning
03 medical and health sciences
0302 clinical medicine
Humans
0501 psychology and cognitive sciences
General Psychology
Associative property
Recognition memory
Working memory
business.industry
Functional Neuroimaging
05 social sciences
Brain
Electroencephalography
Recognition, Psychology
Pattern recognition
Cognition
Magnetic Resonance Imaging
Markov Chains
Memory, Short-Term
Multivariate Analysis
Pattern recognition (psychology)
Artificial intelligence
business
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 19391471 and 0033295X
- Volume :
- 123
- Database :
- OpenAIRE
- Journal :
- Psychological Review
- Accession number :
- edsair.doi.dedup.....4235a3b8cb49b9fb4038b765b3c91505
- Full Text :
- https://doi.org/10.1037/rev0000030