Rational Search of Associative Memory

An important component of many, if not all, real-world retrieval tasks is the decision to terminate memory search. Despite its importance, systematic evaluations of the potential rules for terminating search are scarce. Recent work has focused on two variables: the total time spent in memory search before search is terminated and the exit latency (the time between the last retrieved item and the time of search termination). These variables have been shown to limit the number of plausible rules for terminating memory search. Here, we introduce an alternative stopping rule based on a rational moment-to-moment cost-benefit analysis. We show its ability to capture critical latency data and make testable predictions about the influence of changing the relative costs and benefits of memory search. Results from an experiment are presented that support the model’s predictions. We conclude that the decision to terminate memory search is based on moment-to-moment changes in subjective value.

[1]  Donald A. Norman,et al.  Models Of Human Memory , 1970 .

[2]  A. Newell You can't play 20 questions with nature and win : projective comments on the papers of this symposium , 1973 .

[3]  R. Shiffrin,et al.  Search of associative memory. , 1981 .

[4]  C. Lebiere,et al.  An integrated theory of list memory. , 1998 .

[5]  N. Brown,et al.  Context memory and the selection of frequency estimation strategies. , 1997, Journal of experimental psychology. Learning, memory, and cognition.

[6]  Eddy J. Davelaar,et al.  Sequential Retrieval and Inhibition of Parallel (Re)Activated Representations: A Neurocomputational Comparison of Competitive Queuing and Resampling Models , 2007, Adapt. Behav..

[7]  M. Dougherty,et al.  Probability judgment and subadditivity: The role of working memory capacity and constraining retrieval , 2003, Memory & cognition.

[8]  B B Murdock,et al.  Recent developments in short-term memory. , 1967, British journal of psychology.

[9]  Rick P. Thomas,et al.  Diagnostic hypothesis generation and human judgment. , 2008, Psychological review.

[10]  John R. Anderson,et al.  Reflections of the Environment in Memory Form of the Memory Functions , 2022 .

[11]  Gene A. Brewer,et al.  Factors that in fl uence search termination decisions in free recall : An examination of response type and con fi dence , 2011 .

[12]  Michael R Dougherty,et al.  Motivated to retrieve: how often are you willing to go back to the well when the well is dry? , 2007, Journal of experimental psychology. Learning, memory, and cognition.

[13]  Richard C. Atkinson,et al.  Human Memory: A Proposed System and its Control Processes , 1968, Psychology of Learning and Motivation.

[14]  Stephen J. Payne,et al.  Giving up problem solving , 2011, Memory & cognition.

[15]  John R. Anderson Fran: A Simulation Model of Free Recall , 1972 .

[16]  Richard M. Shiffrin,et al.  SAM: A theory of probabilistic search in associative memory. , 1980 .

[17]  D. Yntema,et al.  Recall as a search process , 1963 .

[18]  S. Lewandowsky,et al.  An endogenous distributed model of ordering in serial recall , 2002, Psychonomic bulletin & review.

[19]  F. Conrad,et al.  Strategies for estimating behavioural frequency in survey interviews. , 1998, Memory.

[20]  M. Usher,et al.  The demise of short-term memory revisited: empirical and computational investigations of recency effects. , 2005, Psychological review.

[21]  Janet Metcalfe,et al.  An encoding and retrieval model of single-trial free recall , 1981 .

[22]  Norman R. Brown,et al.  Estimating number of lifetime sexual partners: men and women do it differently. , 1999 .

[23]  Eddy J. Davelaar,et al.  On the lawfulness of the decision to terminate memory search , 2009, Cognition.

[24]  Peter Pirolli,et al.  Information Foraging , 2009, Encyclopedia of Database Systems.

[25]  M. Dougherty,et al.  Hypothesis generation, probability judgment, and individual differences in working memory capacity. , 2003, Acta psychologica.

[26]  Eddy J. Davelaar,et al.  A rational analysis of memory search termination , 2012 .

[27]  Richard M. Shiffrin,et al.  12 – Memory Search1 , 1970 .

[28]  W. Chase,et al.  Visual information processing. , 1974 .

[29]  Norman R. Brown,et al.  Estimation Strategies and the Judgment of Event Frequency , 2004 .

[30]  John R. Anderson,et al.  Human memory: An adaptive perspective. , 1989 .

[31]  R. Shiffrin,et al.  An ARC-REM model for accuracy and response time in recognition and recall. , 2001, Journal of Experimental Psychology. Learning, Memory and Cognition.