Five Seconds or Sixty? Presentation Time in Expert Memory
Abstract
For many years, the game of chess has provided an invaluable task environment for research on cognition, in particular on the differences between novices and experts and the learning that removes these differences, and upon the structure of human memory and its paramaters. The template theory presented by Gobet and Simon based on the EPAM theory offers precise predictions on cognitive processes during the presentation and recall of chess positions. This article describes the behavior of CHREST, a computer implementation of the template theory, in a memory task when the presentation time is varied from one second to sixty, on the recall of game and random positions, and compares the model to human data. Strong players are better than weak players in both types of positions, especially with long presentation times, but even after brief presentations. CHREST predicts the data, both qualitatively and quantitatively. Strong players' superiority with random positions is explained by the large number of chunks they hold in LTM. Their excellent recall with short presentation times is explained by templates, a special class of chunks. CHREST is compared to other theories of chess skill, which either cannot account for the superiority of Masters in random positions or predict too strong a performance of Masters in such positions.
Number of times cited: 87
- Frederick Conrad, Jason Corey, Samantha Goldstein, Joseph Ostrow and Michael Sadowsky, Extreme re-listening: Songs people love . . . and continue to love, Psychology of Music, (030573561775105), (2018).
- Catherine Sibert, Wayne D. Gray and John K. Lindstedt, Interrogating Feature Learning Models to Discover Insights Into the Development of Human Expertise in a Real‐Time, Dynamic Decision‐Making Task, Topics in Cognitive Science, 9, 2, (374-394), (2016).
- Fernand Gobet, Allen Newell's Program of Research: The Video‐Game Test, Topics in Cognitive Science, 9, 2, (522-532), (2017).
- FERNAND GOBET, Three Views on Expertise: Philosophical Implications for Rationality, Knowledge, Intuition and Education, Journal of Philosophy of Education, 51, 3, (605-619), (2017).
- David M. Lane and Yu-Hsuan A. Chang, Chess knowledge predicts chess memory even after controlling for chess experience: Evidence for the role of high-level processes, Memory & Cognition, (2017).
- Giovanni Sala and Fernand Gobet, Experts’ memory superiority for domain-specific random material generalizes across fields of expertise: A meta-analysis, Memory & Cognition, 45, 2, (183), (2017).
- Rong Cao, Lü Wu and Shuzhen Wang, The Different Inhibition of Return (IOR) Effects of Emergency Managerial Experts and Novices: An Event-Related Potentials Study, Frontiers in Behavioral Neuroscience, 11, (2017).
- Gadi Herzlinger, Thomas Wynn, Naama Goren-Inbar and Michael D. Petraglia, Expert cognition in the production sequence of Acheulian cleavers at Gesher Benot Ya'aqov, Israel: A lithic and cognitive analysis, PLOS ONE, 12, 11, (e0188337), (2017).
- Christian Becker-Carus and Mike Wendt, Lernen, Allgemeine Psychologie, 10.1007/978-3-662-53006-1_7, (291-351), (2017).
- Nemanja Vaci and Merim Bilalić, Chess databases as a research vehicle in psychology: Modeling large data, Behavior Research Methods, 10.3758/s13428-016-0782-5, 49, 4, (1227-1240), (2016).
- Giovanni Sala, Alexander P. Burgoyne, Brooke N. Macnamara, David Z. Hambrick, Guillermo Campitelli and Fernand Gobet, Checking the “Academic Selection” argument. Chess players outperform non-chess players in cognitive skills related to intelligence: A meta-analysis, Intelligence, 61, (130), (2017).
- Angel Blanch, Héctor García, Anton Llaveria and Anton Aluja, The Spearman's law of diminishing returns in chess, Personality and Individual Differences, 104, (434), (2017).
- Heather Sheridan and Eyal M. Reingold, The Holistic Processing Account of Visual Expertise in Medical Image Perception: A Review, Frontiers in Psychology, 8, (2017).
- Wayne D. Gray, Game‐XP: Action Games as Experimental Paradigms for Cognitive Science, Topics in Cognitive Science, 9, 2, (289-307), (2017).
- Berit Brogaard, In defense of hearing meanings, Synthese, (2016).
- Fernand Gobet, From Bounded Rationality to Expertise, Minds, Models and Milieux, 10.1057/9781137442505_9, (151-166), (2016).
- Shu-Heng Chen and Ying-Fang Kao, Herbert Simon and Agent-Based Computational Economics, Minds, Models and Milieux, 10.1057/9781137442505_7, (113-144), (2016).
- Fabien Mathy, Michael Fartoukh, Nicolas Gauvrit and Alessandro Guida, Developmental Abilities to Form Chunks in Immediate Memory and Its Non-Relationship to Span Development, Frontiers in Psychology, 7, (2016).
- Alessandro Guida, Aurélie Leroux, Magali Lavielle‐Guida and Yvonnick Noël, A SPoARC in the Dark: Spatialization in Verbal Immediate Memory, Cognitive Science, 40, 8, (2108-2121), (2015).
- Amanda L. Gilchrist, How should we measure chunks? a continuing issue in chunking research and a way forward, Frontiers in Psychology, 6, (2015).
- Fernand Gobet, Peter C. R. Lane and Martyn Lloyd-Kelly, Chunks, Schemata, and Retrieval Structures: Past and Current Computational Models, Frontiers in Psychology, 6, (2015).
- Yanfei Gong, K. Anders Ericsson, Jerad H. Moxley and Rouwen Canal-Bruland, Recall of Briefly Presented Chess Positions and Its Relation to Chess Skill, PLOS ONE, 10, 3, (e0118756), (2015).
- Nan Li, Noboru Matsuda, William W. Cohen and Kenneth R. Koedinger, Integrating representation learning and skill learning in a human-like intelligent agent, Artificial Intelligence, 219, (67), (2015).
- , Technical cognition, working memory and creativity, Pragmatics & Cognition, 22, 1, (45), (2015).
- Marc Stierand, Viktor Dörfler and Jillian MacBryde, Creativity and Innovation in Haute Cuisine: Towards a Systemic Model, Creativity and Innovation Management, 23, 1, (15-28), (2014).
- Gary Jones, Fernand Gobet, Daniel Freudenthal, Sarah E. Watson and Julian M. Pine, Why computational models are better than verbal theories: the case of nonword repetition, Developmental Science, 17, 2, (298-310), (2013).
- André Didierjean, Vincent Ferrari and Colin Blättler, Role of Knowledge in Motion Extrapolation, , 10.1016/B978-0-12-800283-4.00006-X, (215-235), (2014).
- Guillermo Campitelli, Fernand Gobet and Merim Bilalić, Cognitive Processes and Development of Chess Genius: An Integrative Approach, The Wiley Handbook of Genius, (350-374), (2014).
- Niek van den Bogert, Jan van Bruggen, Danny Kostons and Wim Jochems, First steps into understanding teachers' visual perception of classroom events, Teaching and Teacher Education, 37, (208), (2014).
- Michael J. Wright, Fernand Gobet, Philippe Chassy and Payal Nanik Ramchandani, ERP to chess stimuli reveal expert‐novice differences in the amplitudes of N2 and P3 components, Psychophysiology, 50, 10, (1023-1033), (2013).
- Remco Wijn, Helma van den Berg and Maaike Lousberg, On operator effectiveness: the role of expertise and familiarity of environment on the detection of deviant behaviour, Personal and Ubiquitous Computing, 17, 1, (35), (2013).
- Alexandre Linhares and Daniel M. Chada, What is the nature of the mind's pattern-recognition process?, New Ideas in Psychology, 31, 2, (108), (2013).
- Terry Bossomaier, Lionel Barnett and Michael Harré, Information and phase transitions in socio-economic systems, Complex Adaptive Systems Modeling, 1, 1, (9), (2013).
- Katherine Fu, Joel Chan, Christian Schunn, Jonathan Cagan and Kenneth Kotovsky, Expert representation of design repository space: A comparison to and validation of algorithmic output, Design Studies, 34, 6, (729), (2013).
- Alexandre Linhares, Anna Elizabeth T.A. Freitas, Alexandre Mendes and Jarbas S. Silva, Entanglement of perception and reasoning in the combinatorial game of chess: Differential errors of strategic reconstruction, Cognitive Systems Research, 13, 1, (72), (2012).
- Michael Harré, Terry Bossomaier and Allan Snyder, The Perceptual Cues that Reshape Expert Reasoning, Scientific Reports, 2, 1, (2012).
- Alessandro Guida, Fernand Gobet, Hubert Tardieu and Serge Nicolas, How chunks, long-term working memory and templates offer a cognitive explanation for neuroimaging data on expertise acquisition: A two-stage framework, Brain and Cognition, 79, 3, (221), (2012).
- Douglas A. Kranch, Teaching the novice programmer: A study of instructional sequences and perception, Education and Information Technologies, 17, 3, (291), (2012).
- Dirk J. Ruiter, Marlieke T. R. van Kesteren and Guillen Fernandez, How to achieve synergy between medical education and cognitive neuroscience? An exercise on prior knowledge in understanding, Advances in Health Sciences Education, 17, 2, (225), (2012).
- Peter C.R. Lane and Fernand Gobet, A theory-driven testing methodology for developing scientific software, Journal of Experimental & Theoretical Artificial Intelligence, 24, 4, (421), (2012).
- Michael H. Connors, Bruce D. Burns and Guillermo Campitelli, Expertise in Complex Decision Making: The Role of Search in Chess 70 Years After de Groot, Cognitive Science, 35, 8, (1567-1579), (2011).
- Eul-Kyoo Bae, 이호진 and 동미정, Critical Review of the Literature on Expertise Research : Outcomes, Limitations, and Implications for HRD, The Korean Journal of Human Resource Development Quarterly, 13, 1, (1), (2011).
- Stephen C. Hayne, Lucy J. Troup and Sara A. McComb, “Where’s Farah?”: Knowledge silos and information fusion by distributed collaborating teams, Information Systems Frontiers, 13, 1, (89), (2011).
- Dezső Németh, Rozália Ivády, Alessandro Guida, Márton Miháltz, Donald Peckham, Attila Krajcsi and Csaba Pléh, The effect of morphological complexity on short-term memory capacity, Acta Linguistica Hungarica, 58, 1, (85), (2011).
- Fernand Gobet and James L. Borg, The intermediate effect in clinical case recall is present in musculoskeletal physiotherapy, Manual Therapy, 16, 4, (327), (2011).
- Alexandre Linhares, Daniel M. Chada, Christian N. Aranha and Colin Allen, The Emergence of Miller's Magic Number on a Sparse Distributed Memory, PLoS ONE, 6, 1, (e15592), (2011).
- Madeleine Keehner, Spatial Cognition Through the Keyhole: How Studying a Real‐World Domain Can Inform Basic Science—and Vice Versa, Topics in Cognitive Science, 3, 4, (632-647), (2011).
- Alexandre Linhares and Anna Elizabeth T.A. Freitas, Questioning Chase and Simon's (1973) “Perception in Chess”: The “experience recognition” hypothesis, New Ideas in Psychology, 28, 1, (64), (2010).
- Bachir Zoudji, Bernard Thon and Bettina Debû, Efficiency of the mnemonic system of expert soccer players under overload of the working memory in a simulated decision-making task, Psychology of Sport and Exercise, 11, 1, (18), (2010).
- Peter C. R. Lane, Fernand Gobet and Richard Ll. Smith, Attention Mechanisms in the CHREST Cognitive Architecture, Attention in Cognitive Systems, 10.1007/978-3-642-00582-4_14, (183-196), (2009).
- Stephan Lewandowsky and Jacqueline L. Thomas, Expertise: Acquisition, Limitations, and Control, Reviews of Human Factors and Ergonomics, 5, 1, (140), (2009).
- Fernand Gobet, Using a Cognitive Architecture for Addressing the Question of Cognitive Universals in Cross-Cultural Psychology, Journal of Cross-Cultural Psychology, 40, 4, (627), (2009).
- Michelle L. Meade, Timothy J. Nokes and Daniel G. Morrow, Expertise promotes facilitation on a collaborative memory task, Memory, 17, 1, (39), (2009).
- Didierjean André and Gobet Fernand, Sherlock Holmes – an expert's view of expertise, British Journal of Psychology, 99, 1, (109-125), (2010).
- Gary Jones, Fernand Gobet and Julian M. Pine, Computer Simulations of Developmental Change: The Contributions of Working Memory Capacity and Long‐Term Knowledge, Cognitive Science, 32, 7, (1148-1176), (2010).
- Vincent Ferrari, André Didierjean and Evelyne Marmèche, Effect of expertise acquisition on strategic perception: The example of chess, Quarterly Journal of Experimental Psychology, 61, 8, (1265), (2008).
- Guillermo Campitelli and Fernand Gobet, The role of practice in chess: A longitudinal study, Learning and Individual Differences, 18, 4, (446), (2008).
- Merim Bilalić, Peter McLeod and Fernand Gobet, Why good thoughts block better ones: The mechanism of the pernicious Einstellung (set) effect, Cognition, 108, 3, (652), (2008).
- B.H. Ross, E.G. Taylor, E.L. Middleton and T.J. Nokes, Concept and Category Learning in Humans, Learning and Memory: A Comprehensive Reference, 10.1016/B978-012370509-9.00139-X, (535-556), (2008).
- Fernand Gobet and Philippe Chassy, Towards an alternative to Benner's theory of expert intuition in nursing: A discussion paper, International Journal of Nursing Studies, 45, 1, (129), (2008).
- Andrew J. Waters and Fernand Gobet, Mental imagery and chunks: Empirical and computational findings, Memory & Cognition, 36, 3, (505), (2008).
- Jamie S. North and Mark A. Williams, Identifying the Critical Time Period for Information Extraction When Recognizing Sequences of Play, Research Quarterly for Exercise and Sport, 79, 2, (268), (2008).
- Merim Bilalić, Peter McLeod and Fernand Gobet, Does chess need intelligence? — A study with young chess players, Intelligence, 35, 5, (457), (2007).
- Gary Jones, Fernand Gobet and Julian M. Pine, Linking working memory and long‐term memory: a computational model of the learning of new words, Developmental Science, 10, 6, (853-873), (2007).
- Alexandre Linhares and Paulo Brum, Understanding Our Understanding of Strategic Scenarios: What Role Do Chunks Play?, Cognitive Science, 31, 6, (989-1007), (2010).
- GUILLERMO CAMPITELLI, FERNAND GOBET, KAY HEAD, MARK BUCKLEY and AMANDA PARKER, BRAIN LOCALIZATION OF MEMORY CHUNKS IN CHESSPLAYERS, International Journal of Neuroscience, 10.1080/00207450601041955, 117, 12, (1641-1659), (2009).
- Jarrod Moss, Kenneth Kotovsky and Jonathan Cagan, The Role of Functionality in the Mental Representations of Engineering Students: Some Differences in the Early Stages of Expertise, Cognitive Science, 30, 1, (65-93), (2010).
- Daniel Freudenthal, Julian M. Pine and Fernand Gobet, Modeling the Development of Children's Use of Optional Infinitives in Dutch and English Using MOSAIC, Cognitive Science, 30, 2, (277-310), (2010).
- Jessica A. Sommerville and Jean Decety, Weaving the fabric of social interaction: Articulating developmental psychology and cognitive neuroscience in the domain of motor cognition, Psychonomic Bulletin & Review, 13, 2, (179), (2006).
- Oleg Zaikin, Emma Kushtina and Przemysław Różewski, Model and algorithm of the conceptual scheme formation for knowledge domain in distance learning, European Journal of Operational Research, 175, 3, (1379), (2006).
- Fernand Gobet, Chunking models of expertise: implications for education, Applied Cognitive Psychology, 19, 2, (183-204), (2005).
- Guillermo Campitelli, Fernand Gobet and Amanda Parker, Structure and Stimulus Familiarity: A Study of Memory in Chess-Players with Functional Magnetic Resonance Imaging, The Spanish journal of psychology, 8, 02, (238), (2005).
- Mark G. Orr, Relationship Between Complexity and Liking as a Function of Expertise, Music Perception: An Interdisciplinary Journal, 22, 4, (583), (2005).
- Fernand Gobet and Gary Clarkson, Chunks in expert memory: Evidence for the magical number four … or is it two?, Memory, 12, 6, (732), (2004).
- Bruce D. Burns, The Effects of Speed on Skilled Chess Performance, Psychological Science, 15, 7, (442), (2004).
- Nathan Weber and Neil Brewer, Expert memory: the interaction of stimulus structure, attention, and expertise, Applied Cognitive Psychology, 17, 3, (295-308), (2002).
- Stephen C. Hayne, C.A.P. Smith and Dan Turk, The effectiveness of groups recognizing patterns, International Journal of Human-Computer Studies, 59, 5, (523), (2003).
- Peter C.R. Lane and Fernand Gobet, Developing reproducible and comprehensible computational models, Artificial Intelligence, 144, 1-2, (251), (2003).
- Christian D Schunn and Wayne D Gray, Introduction to the special issue on computational cognitive modeling, Cognitive Systems Research, 3, 1, (1), (2002).
- Fernand Gobet and Samuel Jackson, In search of templates, Cognitive Systems Research, 3, 1, (35), (2002).
- Stuart J. Mcgregor and Andrew Howes, The role of attack and defense semantics in skilled players’ memory for chess positions, Memory & Cognition, 30, 5, (707), (2002).
- Neil Charness, Eyal M. Reingold, Marc Pomplun and Dave M. Stampe, The perceptual aspect of skilled performance in chess: Evidence from eye movements, Memory & Cognition, 29, 8, (1146), (2001).
- Eyal M. Reingold, Neil Charness, Richard S. Schultetus and Dave M. Stampe, Perceptual automaticity in expert chess players: Parallel encoding of chess relations, Psychonomic Bulletin & Review, 8, 3, (504), (2001).
- Fernand Gobet, Réseaux de discrimination en psychologie: L'exemple de CHREST1, Swiss Journal of Psychology, 60, 4, (264), (2001).
- F. Gobet and D. Wood, Expertise, models of learning and computer-based tutoring, Computers & Education, 33, 2-3, (189), (1999).
- Marcelo S. Brogliato, Daniel M. Chada and Alexandre Linhares, Sparse distributed memory: understanding the speed and robustness of expert memory, Frontiers in Human Neuroscience, 10.3389/fnhum.2014.00222, 8, (2014).
- Heather Sheridan and Eyal M. Reingold, Expert vs. novice differences in the detection of relevant information during a chess game: evidence from eye movements, Frontiers in Psychology, 10.3389/fpsyg.2014.00941, 5, (2014).




