1. Simple measurement models for complex working-memory tasks
- Author
-
Oberauer, Klaus, Lewandowsky, Stephan, University of Zurich, and Oberauer, Klaus
- Subjects
Adult ,Male ,Aging ,Measurement model ,Computer science ,Short-term memory ,UFSP13-4 Dynamics of Healthy Aging ,Models, Psychological ,Neuropsychological Tests ,Measure (mathematics) ,Young Adult ,Memory ,Encoding (memory) ,Humans ,Detection theory ,Working Memory ,General Psychology ,Aged ,Network model ,Recognition memory ,Complex span ,10093 Institute of Psychology ,Working memory ,3200 General Psychology ,Middle Aged ,Impaired memory ,working-memory updating ,Memory, Short-Term ,Female ,150 Psychology ,Cognitive psychology - Abstract
We introduce a framework for simple measurement models for working memory, and apply it to complex-span and memory-updating tasks. Memory Measurement Models (M³) use the frequency distribution across response categories to measure continuous memory strength along two dimensions: Memory for individual elements, potentially relying on persistent activation of unified representations, and memory for relations, relying on temporary bindings. Experiment 1 provides evidence for the validity of the parameters measuring these two dimensions of strength. The effects of experimental manipulations on these two dimensions can be captured by additional model parameters that reflect hypothetical processes affecting memory. Across five further experiments we illustrate how M³ can be used to measure three such processes: The continued strengthening of memory representations during the retention interval (extended encoding), the dampening of encoding of irrelevant information (filtering), and the removal of irrelevant information from memory. In one experiment we compare young and old adults on complex-span tasks and working-memory updating. In both paradigms, old adults showed impaired memory for relations but no impairment in memory for individual elements. There was partial evidence for age differences in extended encoding and removal; there were no age differences in filtering. We suggest that M³ offer a computationally efficient approach to identifying memory processes. All data and model codes are publicly available on the Open Science Framework: osf.io/vkhmu
- Published
- 2019