Abstract
Concepts and mechanisms of forgetting are a subject of great interest in today’s digital world. Especially for the development of socio-digital systems utilizing artificial intelligence (AI), the question arises how to deal with growing amounts of information. Psychological models of forgetting offer numerous theoretical perspectives that can be transferred to AI research and practice. This article presents a short terminological overview and systematic of psychological concepts of forgetting from an individual, group, and organizational level. These views at the micro-, meso-, and macro-level may stimulate interdisciplinary research and offer models of intentional forgetting for single and multi-agent AI systems.
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References
Aguirre C, Gómez-Ariza CJ, Andrés P, Mazzoni G, Bajo MT (2017) Exploring mechanisms of selective directed forgetting. Front Psychol 8:316
Akgün AE, Lynn GS, Byrne JC (2006) Antecedents and consequences of unlearning in new product development teams. J Prod Innov Manag 23(1):73–88
Anderson MC, Green C (2001) Suppressing unwanted memories by executive control. Nature 410(6826):366
Anderson MC, Hanslmayr S (2014) Neural mechanisms of motivated forgetting. Trends Cogn Sci 18(6):279–292
Baddeley A, Eysenck MW, Anderson MC (2015) Memory. Psychology Press, London
Beierle C, Bock T, Kern-Isberner G, Ragni M, Sauerwald K (2018) Kinds and aspects of forgetting in common-sense knowledge and belief management. In: Trollmann F, Turhan AY (eds) KI 2018: advances in artificial intelligence. Springer International Publishing, Cham, pp 366–373
Berndt JO, Herzog O (2011) Efficient multiagent coordination in dynamic environments. In: Boissier O, Bradshaw J, Cao L, Fischer K, Hacid MS (eds) Proceedings of the IEEE/WIC/ACM international conferences on web intelligence and intelligent agent technology (WI-IAT ’11). IEEE Computer Society, Lyon, pp 188–195
Biswas M, Murray J (2015) Robotic companionship: how forgetfulness affects long-term human–robot interaction. In: International conference on intelligent robotics and applications. Springer, pp 37–48
Bjork E, Bjork R, MacLeod M (2006) Types and consequences of forgetting: intended and unintended. Psychology Press, Abingdon, pp 134–159
Bjork EL, Bjork RA, Anderson MC (1998) Varieties of goal directed forgetting. In: Golding JM, MacLeod CM (eds) Intentional forgetting: interdisciplinary approaches. Erlbaum, Hillsdale, NJ, pp 103–137
Bonabeau E (2002) Agent-based modeling: methods and techniques for simulating human systems. Proc Natl Acad Sci 99(suppl 3):7280–7287
Bower GH (2000) A brief history of memory research. In: Tulving E (ed) The Oxford handbook of memory. Oxford University Press, Oxford, pp 3–32
Brand M, Markowitsch HJ (2010) Aspects of forgetting in psychogenic amnesia. In: Della Sala S (ed) Forgetting. Psychology Press, London, pp 239–251
Burke CS, Stagl KC, Salas E, Pierce L, Kendall D (2006) Understanding team adaptation: a conceptual analysis and model. J Appl Psychol 91(6):1189
DeChurch LA, Mesmer-Magnus JR (2010) The cognitive underpinnings of effective teamwork: a meta-analysis. J Appl Psychol 95(1):32
Ellwart T, Antoni CH (2017) Shared and distributed team cognition and information overload. Evidence and approaches for team adaptation. In: Marques RPF, Batista JCL (eds) Information and communication overload in the digital age. IGI Global, Hershey, pp 223–245
Ellwart T, Konradt U, Rack O (2014) Team mental models of expertise location: validation of a field survey measure. Small Group Res 45(2):119–153
Fagin R, Halpern JY, Moses Y, Vardi MY (1995) Reasoning about knowledge. MIT Press, Cambridge
Fiol CM, O’Connor EJ (2017) Unlearning established organizational routines-part I. Learn Organ 24(1):13–29
Fiol CM, O’Connor EJ (2017) Unlearning established organizational routines-part II. Learn Organ 24(2):82–92
Grand JA, Braun MT, Kuljanin G, Kozlowski SWJ, Chao GT (2016) The dynamics of team cognition: a process-oriented theory of knowledge emergence in teams. J Appl Psychol 101(10):1353–1385
Grisold T, Kaiser A, Hafner J (2017) Unlearning before creating new knowledge: a cognitive process. In: Proceedings of the 50th Hawaii international conference on system sciences
Harris CB, Keil PG, Sutton J, Barnier AJ, McIlwain DJ (2011) We remember, we forget: collaborative remembering in older couples. Discourse Processes 48(4):267–303
Hedberg B (1981) How organizations learn and unlearn. Handb Organ Des 1:3–27
Hinsz VB, Tindale RS, Vollrath DA (1997) The emerging conceptualization of groups as information processors. Psychol Bull 121(1):43
Hislop D, Bosley S, Coombs CR, Holland J (2014) The process of individual unlearning: a neglected topic in an under-researched field. Manag Learn 45(5):540–560
Martin de Holan P (2011) Agency in voluntary organizational forgetting. J Manag Inq 20(3):317–322
Hollingshead AB (1998) Distributed knowledge and transactive processes in decision-making groups. In: Gruenfeld DH et al (eds) Research on managing groups and teams, vol 1. Jai Press, Stamford, CT, USA, pp 103–123
Hollingshead AB, Gupta N, Yoon K, Brandon DP (2011) Transactive memory theory and teams: past, present, and future. In: Salas E, Fiore SM, Letsky MP (eds) Theories of team cognition: cross-disciplinary perspectives. Routledge, New York, pp 421–455
Hu X, Bergström ZM, Gagnepain P, Anderson MC (2017) Suppressing unwanted memories reduces their unintended influences. Curr Dir Psychol Sci 26(2):197–206
Huber GP (1991) Organizational learning: the contributing processes and the literatures. Organ Sci 2(1):88–115
Hughes HP, Clegg CW, Robinson MA, Crowder RM (2012) Agent-based modelling and simulation: the potential contribution to organizational psychology. J Occup Organ Psychol 85(3):487–502
Jackson JC, Rand D, Lewis K, Norton MI, Gray K (2017) Agent-based modeling: a guide for social psychologists. Soc Psychol Personal Sci 8(4):387–395
Jager W (2017) Enhancing the realism of simulation (EROS): on implementing and developing psychological theory in social simulation. J Artif Soc Soc Simul 20(3):14
Jilek C, Schröder M, Schwarz S, Maus H, Dengel A (2018) Context spaces as the cornerstone of a near-transparent and self-reorganizing semantic desktop. In: 15th extended semantic web conference (ESWC 2018): satellite events. Springer
Johnson HM (1994) Processes of successful intentional forgetting. Psychol Bull 116(2):274
Kluge A, Gronau N (2018) Intentional forgetting in organizations: the importance of eliminating retrieval cues for implementing new routines. Front Psychol 9:51
Kluge A, Schueffler AS, Thim C, Vladova G, Gronau N (2018) Putting intentional organisational forgetting to an empirical test: using experimental designs to measure forgetting of organisational routines. In: Proceedings of the IFKAD conference at the Technical University of Delft
Kozlowski SW, Chao GT, Grand JA, Braun MT, Kuljanin G (2013) Advancing multilevel research design: capturing the dynamics of emergence. Organ Res Methods 16(4):581–615
Kügler P, Kestel P, Schon C, Marian M, Schleich B, Staab S, Wartzack S et al (2018) Ontology-based approach for the use of intentional forgetting in product development. In: DS92: proceedings of the DESIGN 2018 15th international design conference, pp 1595–1606
Lewis K (2003) Measuring transactive memory systems in the field: scale development and validation. J Appl Psychol 88(4):587
Luhmann CC, Rajaram S (2015) Memory transmission in small groups and large networks: an agent-based model. Psychol Sci 26(12):1909–1917
MacLeod CM (1998) Directed forgetting. In: Intentional forgetting: interdisciplinary approaches. Lawrence Erlbaum Associates Publishers, Mahwah, pp 1–57
Maynard MT, Kennedy DM, Sommer SA (2015) Team adaptation: a fifteen-year synthesis (1998–2013) and framework for how this literature needs to adapt going forward. Eur J Work Organ Psychol 24(5):652–677
Morais-Storz M, Nguyen N (2017) The role of unlearning in metamorphosis and strategic resilience. Learn Organ 24(2):93–106
Nairne J, Pandeirada J (2008) Forgetting. In: Byrne JH (ed) Learning and memory: a comprehensive reference. Academic Press, Oxford, pp 179–194
Nguyen N (2017) The journey of organizational unlearning: a conversation with William F. Starbuck. Learn Organ 24(1):58–66
Ragni M, Eichhorn C, Bock T, Kern-Isberner G, Tse APP (2017) Formal nonmonotonic theories and properties of human defeasible reasoning. Minds Mach 27(1):79–117. https://doi.org/10.1007/s11023-016-9414-1
Reese S (2017) Putting organizational unlearning into practice: a few steps for the practitioner. Learn Organ 24(1):67–69
Reiter R (2001) Knowledge in action: logical foundations for specifying and implementing dynamical systems. MIT press, Cambridge
Reuter L, Berndt JO, Timm IJ (2018) Simulating psychological experiments: an agent-based modeling approach. In: Folds DJ, Berndt JO (eds) Fourth international conference on human and social analytics (HUSO 2018). IARIA, Wilmington, pp 5–10
Roberts J (2013) Organizational ignorance: towards a managerial perspective on the unknown. Manag Learn 44(3):215–236
Roediger HL, Weinstein Y, Agarwal PK (2010) Forgetting: preliminary considerations. In: Della Sala S (ed) Forgetting. Psychology Press, Hove, UK, pp 1–22
Rupčić N (2017) How to unlearn and change-that is the question!. Learn Organ 24(2):127–130
Sheth A, Anantharam P, Henson C (2013) Physical-cyber-social computing: an early 21st century approach. IEEE Intell Syst 1:78–82
Siebers M, Gobel K, Niessen C, Schmid U (2017) Requirements for a companion system to support identifying irrelevancy. In: IEEE 2017 international conference on companion technology (ICCT), pp 1–2
Smith ER, Conrey FR (2007) Agent-based modeling: a new approach for theory building in social psychology. Pers Soc Psychol Rev 11(1):87–104
Starbuck WH (2017) Organizational learning and unlearning. Learn Organ 24(1):30–38
Tempel T, Frings C (2017) Retrieval-induced forgetting is retrieval-modality specific: evidence from motor memory. Cognition 162:143–152
Timm IJ, Berndt JO, Reuter L, Ellwart T, Antoni CH, Ulfert AS (2017) Towards multiagent-based simulation of knowledge management in teams. In: WM, pp 25–40
Töniges T, Ötting SK, Wrede B, Maier GW, Sagerer G (2017) An emerging decision authority: adaptive cyber-physical system design for fair human-machine interaction and decision processes. In: Song H, Rawat DB, Jeschke S, Brecher C (eds) Cyber-physical systems: sensor collected intelligence. Elsevier BV, Amsterdam, pp 419–430
Tsang EW (2017) How the concept of organizational unlearning contributes to studies of learning organizations: a personal reflection. Learn Organ 24(1):39–48
Tsang EW, Zahra SA (2008) Organizational unlearning. Hum Relat 61(10):1435–1462
Tulving E (1974) Cue-dependent forgetting: when we forget something we once knew, it does not necessarily mean that the memory trace has been lost; it may only be inaccessible. Am Sci 62(1):74–82
Visser M (2017) Learning and unlearning: a conceptual note. Learn Organ 24(1):49–57
Whelan E, Teigland R (2013) Transactive memory systems as a collective filter for mitigating information overload in digitally enabled organizational groups. Inf Organ 23(3):177–197
Yen J, Fan X, Sun S, Hanratty T, Dumer J (2006) Agents with shared mental models for enhancing team decision makings. Decis Support Syst 41(3):634–653
Zajac S, Gregory ME, Bedwell WL, Kramer WS, Salas E (2014) The cognitive underpinnings of adaptive team performance in ill-defined task situations: a closer look at team cognition. Organ Psychol Rev 4(1):49–73
Zhang Y, Zhou Y (2008) Properties of knowledge forgetting. In: Proceedings of the 10th international workshop on non-monotonic reasoning (NMR-2008), pp 68–75
Acknowledgements
The research was supported by the German Research Foundation (Deutsche Forschungsgemeinschaft, DFG) with Grant number EL 269/9-1, KL2207/5-1, and KL2207/6-1.
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Ellwart, T., Kluge, A. Psychological Perspectives on Intentional Forgetting: An Overview of Concepts and Literature. Künstl Intell 33, 79–84 (2019). https://doi.org/10.1007/s13218-018-00571-0
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DOI: https://doi.org/10.1007/s13218-018-00571-0