Experimental Psychology (Russia)
2010. Vol. 3, no. 1, 30–57
ISSN: 2072-7593 / 2311-7036 (online)
Confidence in decision: modeling and experimental verification
Abstract
The article is dedicated to the analysis of the process of performing sensory tasks by an observer. An overview of a model of decision making with the assessment of confidence in its correctness based on signal detection theory (SDT) is presented. The concept of the confidence of an ideal observer is introduced in the paradigm. For a real observer, an approach of measuring confidence with the use of the amount of heuristic evidence is justified. It is shown that the probability of correct, confident responses exceeds the probability of the correctness of all the confident and non-confident responses. In the experimental study of performing two types of threshold tasks on visual discrimination of spatial features of stimuli (size of circles) and time (duration of light signals), the prediction of the model was confirmed. This pilot diagnostic study has allowed to set forth the hypothesis that control over the accuracy of sensory decisions based on confidence-doubts feeling is higher among the reflective persons than among the impulsive ones.
General Information
Keywords: modeling of confidence, decision making, control of the correctness of sensory decisions,heuristic sensory evidence, sensory discrimination, impulsiveness, reflexivity
Journal rubric: Psychophysiology
Article type: scientific article
For citation: Shendyapin V.M., Barabanschikov V.A., Skotnikova I.G. Confidence in decision: modeling and experimental verification. Eksperimental'naâ psihologiâ = Experimental Psychology (Russia), 2010. Vol. 3, no. 1, pp. 30–57. (In Russ., аbstr. in Engl.)
References
- Azarov V. N. Anketnaya metodika izmereniya impul’sivnosti // Novie issledovaniya v psihologii. 1983. Vyp. 29 (2). S. 15–19.
- Barabanschikov V.A. Printsip systemnosti v sovremennoi psihologii: osnovaniya, problemy, tendentsii razvitiya // Ideya systemnosti v psihologii / Pod red. V.A. Barabanschikova. M.: Izd-vo «Institut psihologii RAN», 2005. S. 9–47.
- Bardin K.V. Problema porogov chuvstvitel’nosti i psihofizicheskie metody. M.: Nauka, 1976.
- Voitenko T.P. Sensornaya trenirovka kak faktor razvitiya chuvstvitel’nosti: Dis. ... kand. psihol. nauk. M., 1989.
- Gmurman V.E. Teoriya veroyatnostei i matematicheskaya statistika. M.: Vyshaya shkola. 1999.
- Golovina E.V. Struktura uverennosti i kognitivnie stili: Dis. ... kand. psihol. nauk. M., 2006.
- Golovina E.V. Uverennost’ i adekvatnost’ ee otsenki pri reshenii sensornoi zadachi: kognitivno-stilevoi aspekt // Sovremennaya psihofizika / Pod red. V.A. Barabanschikova. M.: Izd-vo IP RAN, 2009. Gl. 22. S. 461–473.
- Zabrodin Yu.M., Frishman E.Z., Shlyahtin G.S. Osobennosti resheniya sensornyh zadach chelovekom. M.: Nauka, 1981.
- Zalevskij G.V. Fixirovannie formy povedeniya. Irkutsk: Vostochno-Sibirskoe knizhnoe izd-vo, 1976.
- Zalevskij G.V. Lichnost’ i fixirovannie formy povedeniya. M.: Izd-vo «Institut psihologii RAN», 2007.
- Igan Dzh. Teoriya obnaruzheniya signalov i analiz rabochih harakteristik. M.: Nauka, 1983.
- Karpov A.V. Psihologiya prinyatiya resheniya. Yaroslavl’, 2003.
- Kozeletskij Yu. Psihologicheskaya teoriya reshenij. M.: Progress, 1979.
- Kochetkov V.V., Skotnikova I.G. Individual’no-psihologicheskie problemy prinyatiya resheniya. M.: Nauka, 1993.
- Lomov B.F. Matematika i psihologiya v izuchenii protsessov prinyatiya reshenij // Normativnie i deskriptivnie modeli prinyatiya resheniya. M.: Nauka, 1981.
- Sidorenko E.V. Metody matematicheskoi obrabotki v psihologii. SPb.: Social’no-psihologicheskij centr, 1996.
- Skotnikova I.G. Zritel’noe razlichenie i impul’sivnost’–reflektivnost’ // Psihologicheskij zhurnal. 1999. T. 20. № 4. S. 82–89.
- Skotnikova I.G. Problema uverennosti – istoriya i sovremennoe sostoyanie // Psihologicheskij zhurnal. 2002. T. 23. № 1. S. 52–60.
- Skotnikova I.G. Eksperimental’noe issledovanii uverennosti v reshenii sensornyh zadach // Psihologicheskij zhurnal. 2005. T. 26. № 3. S. 84–99.
- Skotnikova I.G. Problemy sub’ektnoi psihofiziki / Pod red. V.A. Barabanschikova. M.: Izd-vo «Institut psihologii RAN», 2008.
- Tverski A., Kaneman D. Prinyatiya reshenij v usloviyah neopredelennosti: pravila i preduprezhdeniya // Prinyatiya reshenij v neopredelennosti / Pod red. D. Kanemana, P. Slovika, A. Tverski. Har’kov: Gumanitarnyi centr, 2005. C. 17–36.
- Fress P. Vospriyatie i otsenka vremeni // P. Fress, Zh. Piazhe Eksperimental’naya psihologiya. Vyp. VI. Gl. XIX. M.: Progress, 1978. S. 88–135.
- Holodnaya M.A. Kognitivnie stili. O prirode individual’nogo uma. SPb.: Piter, 2004.
- Shendyapin V. M. Sensornoe razlichenie: matematicheskoe modelirovanie // Psihofizika segodnya / Pod red. V.N. Nosulenko, I.G. Skotnikovoi. M.: Izd-vo «Institut psihologii RAN», 2007. S. 123–135.
- Shendyapin V. M., Skotnikova I.G. Modelirovanie uverennosti v protsesse prinyatiya resheniya // Integrirovannie modeli i myagkie vychisleniya v iskusstvennom intellekte: Sbornik trudov Vtorogo Mezhdunarodnogo nauchno-prakticheskogo seminara. M.: Fizmatlit, 2003. C. 362–368.
- Shendyapin V. M., Skotnikova I.G. Matematicheskoe modelirovanie prinyatiya resheniya i uverennosti pri vypolnenii sensornyh zadach // Novosti iskusstvennogo intellekta. 2006. № 2. S. 5–13.
- Shendyapin V. M., Skotnikova I.G., Barabanschikov V. A., Tarasov V. B. Matematicheskoe modelirovanie uverennosti pri prinyatii resheniya v sensornyh zadachah // Psihologicheskij zhurnal. 2008. № 4. S. 84–97.
- Shendyapin V. M., Barabanschikov V. A. Ispol’zovanie teorii obnaruzheniya signala dlya razrabotki modeli prinyatiya resheniya chelovekom // Psihologiya. Zhurnal Vysshei shkoly ekonomiki. 2008. T. 5, № 3. S. 145–156.
- Shendyapin V.M. Ispol’zovanie teorii obnaruzheniya signala dlya razrabotki modeli uverennosti pri reshenii sensornyh zadach // Matematicheskaya psihologiya: shkola V.Yu. Krylova / Pod red. A.L. Zhuravleva, T. N. Savchenko, G.M. Golovinoi. M.: Izd-vo «Institut psihologii RAN». 2010. S. 471–481.
- Adams J.K. A confidence scale defined in terms of expected percentages // American Journal of Psychology. 1957. V. 70. P. 432–436.
- Balakrishnan J.D., Ratcliff R. Testing models of decision making using confidence ratings in classification // Journal of Experimental Psychology: Human Perception and Performance. 1996. V. 22. P. 615–633.
- Bjorkman M., Juslin P., Winman A. Realism of confidence in sensory discrimination: The underconfidence phenomenon // Perception & Psychophysics. 1993. V. 54. P. 75–81.
- Ferrel W.R. A model for realism of confidence judgments: implications of underconfidence in sensory discrimination // Perception & Psychophysics. 1995. V. 57. P. 246–254.
- Ferrell W.R., McGoey P.J. A model of calibration for subjective probabilities // Organizational Behavior and Human Performance. 1980. V. 26. P. 32–53.
- Green D.M., Swets J.A. Signal detection theory and psychophysics. N.Y.: Wiley, 1974.
- Heath R.A. Random-walk and accumulator models of psychophysical discrimination: a critical evaluation // Perception. 1984. V. 13. P. 57–65.
- Heath R.A., Fulham R. An adaptive filter model for recognition memory // British Journal of Mathematical and Statistical Psychology. 1988. V. 1. P. 119–144.
- Kagan J. Reflection–impulsivity: the generality of dynamics of conceptual tempo // Journal of Abnormal Psychology. 1966. V. 71. P. 17–24.
- Lacouture I., Marley A.A.J. Non-linear decision process in absolute identification // Fechner Day’2000: Proceedings of the 10th Annual Meeting of the International Society for Psychophysics. (ISP) / Ed. by C. Bonnet. Strasbourg: France, 2000. P. 91–96.
- Link S. W. C. S. Pierce, confidence and random walk theory // Fechner Day’2003: Proceedings of the 13th Annual Meeting of the International Society for Psychophysics. (ISP) / Ed. by B. Berglund, E. Borg. Larnaka: Cyprus, 2003. P. 151–156.
- Link S.W., Heath R.A. A sequential theory of psychological discrimination // Psychometrika. 1975. V. 40. P. 77–105.
- Stroop G.R. Studies of interference of serial verbal reactions // Journal of Experimental Psychology. 1935. V. 18. P. 643–662.
- Usher M., McClelland J.L. The time course of perceptual choice: the leaky, competing accumulator model // Psychological Review. 2001. V. 108. №3. P. 550–592.
- Usher M., Zakay D. A neural network model for attribute-based decision processes // Cognitive Science. 1993. V. 17. P. 349–396.
- Van Zandt T., Maldonado-Molina M. A mechanism for two-choice discrimination: time dependent response reversals in recognition memory // Fechner Day’2000: Proceedings of the 10th Annual Meeting of the International Society for Psychophysics (ISP) / Ed. by C. Bonnet. Strasbourg: France, 2000. P. 109–114.
- Vickers D. Confidence and response time in three-category judgment // Fechner Day’2003: Proceedings of the 13th Annual Meeting of the International Society for Psychophysics (ISP) / Ed. by B. Berglund, E. Borg. Larnaka: Cyprus, 2003. P. 325–331.
- Vickers D., Lee M. Dynamic models of simple judgments: I. Properties of a self-regulating accumulator model // Nonlinear dynamics, psychology and life sciences. 1998. V. 2. P. 169–194.
- Vickers D., Lee M. Dynamic models of simple judgments: II. Properties of a self-organizing PAGAN (Parallel, Adaptive, Generalized Accumulator Network). Model for Multi-Choice Tasks // Nonlinear Dynamics, Psychology, and Life Sciences. 2000. V. 4. № 1. P. 1–31.
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