Source of activation confusion model

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SAC (source of activation confusion) is a computational model of memory encoding and retrieval. It has been developed by Lynne M. Reder at Carnegie Mellon University. It shares many commonalities with ACT-R.

Memory information stored in the mind, or the mental processes involved in receiving, storing, and retrieving this information

Memory is the faculty of the brain by which information is encoded, stored, and retrieved when needed.

Carnegie Mellon University private research university in Pittsburgh, Pennsylvania, United States

Carnegie Mellon University (CMU) is a private nonprofit research university based in Pittsburgh, Pennsylvania. Founded in 1900 by Andrew Carnegie as the Carnegie Technical Schools, the university became the Carnegie Institute of Technology in 1912 and began granting four-year degrees. In 1967, the Carnegie Institute of Technology merged with the Mellon Institute of Industrial Research to form Carnegie Mellon University. With its main campus located 3 miles (5 km) from Downtown Pittsburgh, Carnegie Mellon has grown into an international university with over a dozen degree-granting locations in six continents, including campuses in Qatar and Silicon Valley, and more than 20 research partnerships.

ACT-R is a cognitive architecture mainly developed by John Robert Anderson and Christian Lebiere at Carnegie Mellon University. Like any cognitive architecture, ACT-R aims to define the basic and irreducible cognitive and perceptual operations that enable the human mind. In theory, each task that humans can perform should consist of a series of these discrete operations.

Structure

SAC specifies a memory representation consisting of a network of both semantic (concept) and perceptual nodes (such as font) and associated episodic (context) nodes. Similar to her husband's (John Anderson) model, ACT-R, the node activations are governed by a set of common computational principles such as spreading activation and the strengthening and decay of activation. However, a unique feature of the SAC model are episode nodes, which are newly formed memory traces that binds the concepts involved with the current experiential context. A recent addition to SAC are assumptions governing the probability of forming an association during encoding. These bindings are affected by working memory resources available.

SAC is considered among a class of dual-process models of memory, since recognition involves two processes: a general familiarity process based on the activation of semantic (concept) nodes and a more specific recollection process based on the activation of episodic (context) nodes. This feature has allowed SAC to model a variety of memory phenomena, such as meta-cognitive (rapid) feeling of knowing judgments, remember-know judgments, the word frequency mirror effect, [1] [2] age-related memory loss [3] perceptual fluency, paired associate recognition and cued recall, [4] [5] as well as account for implicit and explicit memory tasks without positing an unconscious memory system for priming.

Notes

  1. Reder, L. M. et al. (2002). 'A reexamination of stimulus-frequency effects in recognition: Two mirrors for low and high frequency pseudowords. Journal of Experimental Psychology: Learning, Memory, and Cognition, 28, 138-152.
  2. Reder, L. M. et al. (2000). A mechanistic account of the mirror effect for word frequency: A computational model of remember-know judgments in a continuous recognition paradigm. Journal of Experimental Psychology: Learning, Memory, and Cognition, 26, 294-320.
  3. Buchler, N. E. G., & Reder, L. M. (2007). Modeling age related memory deficits: A two-parameter solution. Psychology and Aging, 22(1), 104-121
  4. Reder, L. M., et al. (2007). Retrograde facilitation under midazolam: The role of general and specific interference. Psychonomic Bulletin & Review, 14(2), 261-269.
  5. Buchler, N. G., Light, L., & Reder, L. M. (2008). Memory for items and associations: Distinct representations and processes in associative recognition. Journal of Memory and Language, 59, 183-199.

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