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Markovian Interpretations of Dual Retrieval Processes.

C F A Gomes1, C J Brainerd2, K Nakamura3

  • 1Department of Human Development, Cornell University, Ithaca, NY 14853, telephone: 607- 793-6099, cf365@cornell.edu.

Journal of Mathematical Psychology
|June 21, 2014
PubMed
Summary
This summary is machine-generated.

Markov models offer a framework for understanding human learning and memory. This study revives these models to analyze episodic memory recall, distinguishing direct access, reconstruction, and familiarity processes.

Keywords:
Markov chainsfamiliarityfuzzy-trace theoryrecollectionreconstruction

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Area of Science:

  • Cognitive Psychology
  • Computational Neuroscience
  • Mathematical Psychology

Background:

  • Finite Markov chains provided an early framework for discrete-change data in learning and conditioning.
  • Markov models were instrumental in understanding episodic memory paradigms like recognition and recall.
  • Interest in Markov modeling for memory declined but is now resurging due to dual-process theories.

Purpose of the Study:

  • To re-examine and develop Markov models for analyzing episodic memory recall.
  • To provide tools for evaluating the fit and significance of these recall models.
  • To apply these models to understand dual processes in memory retrieval.

Main Methods:

  • Utilizing finite Markov chain theory to model discrete changes in memory states.
  • Developing statistical machinery for model evaluation and significance testing.
  • Applying developed models to analyze experimental data on memory recall.

Main Results:

  • Recognition and recall data were previously approximated as one- and two-stage Markovian processes.
  • Current Markov models in recall aim to quantify direct access, reconstruction, and familiarity operations.
  • Selected experimental results demonstrate the utility of these models in elucidating dual memory processes.

Conclusions:

  • Markov models are re-emerging as valuable tools for studying episodic memory, particularly recall.
  • The developed models offer a quantitative approach to understanding distinct retrieval operations.
  • This work provides a framework for further investigation into the dual-process nature of memory.