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Volumn 32, Issue 2, 2012, Pages 551-562

Neural prediction errors reveal a risk-sensitive reinforcement-learning process in the human brain

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ARTICLE; BEHAVIOR; BOLD SIGNAL; DECISION MAKING; ERROR; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; MODEL; NORMAL HUMAN; NUCLEUS ACCUMBENS; PREDICTION; PRIORITY JOURNAL; REINFORCEMENT; REINFORCEMENT LEARNING; REWARD; RISK; RISK SENSITIVITY; STIMULUS;

EID: 84855688852     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.5498-10.2012     Document Type: Article
Times cited : (264)

References (70)
  • 1
    • 33646833114 scopus 로고    scopus 로고
    • Prediction error as a linear function of reward probability is coded in human nucleus accumbens
    • Abler B, Walter H, Erk S, Kammerer H, Spitzer M (2006) Prediction error as a linear function of reward probability is coded in human nucleus accumbens. Neuroimage 31:790-795
    • (2006) Neuroimage , vol.31 , pp. 790-795
    • Abler, B.1    Walter, H.2    Erk, S.3    Kammerer, H.4    Spitzer, M.5
  • 2
    • 0000541213 scopus 로고
    • Adaptive critic and the basal ganglia
    • Houk JC, Davis JL, Beiser DG, eds Cambridge, MA: MIT
    • Barto AG (1995) Adaptive critic and the basal ganglia. In: Models of information processing in the basal ganglia (Houk JC, Davis JL, Beiser DG, eds), pp 215-232. Cambridge, MA: MIT.
    • (1995) Models of Information Processing In the Basal Ganglia , pp. 215-232
    • Barto, A.G.1
  • 3
    • 21544435722 scopus 로고    scopus 로고
    • Midbrain dopamine neurons encode a quantitative reward prediction error signal
    • Bayer HM, Glimcher PW (2005) Midbrain dopamine neurons encode a quantitative reward prediction error signal. Neuron 47:129-141
    • (2005) Neuron , vol.47 , pp. 129-141
    • Bayer, H.M.1    Glimcher, P.W.2
  • 4
    • 0003038679 scopus 로고
    • Exposition of a new theory on the measurement of risk
    • Bernoulli D (1954) Exposition of a new theory on the measurement of risk. Econometrica 22:23-36
    • (1954) Econometrica , vol.22 , pp. 23-36
    • Bernoulli, D.1
  • 5
    • 0034988599 scopus 로고    scopus 로고
    • Functional imaging of neural responses to expectancy and experience of monetary gains and losses
    • Breiter HC, Aharon I, Kahneman D, Dale A, Shizgal P (2001) Functional imaging of neural responses to expectancy and experience of monetary gains and losses. Neuron 30:619-639
    • (2001) Neuron , vol.30 , pp. 619-639
    • Breiter, H.C.1    Aharon, I.2    Kahneman, D.3    Dale, A.4    Shizgal, P.5
  • 6
    • 0030175198 scopus 로고    scopus 로고
    • AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
    • Cox RW (1996) AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 29:162-173
    • (1996) Comput Biomed Res , vol.29 , pp. 162-173
    • Cox, R.W.1
  • 7
    • 40049086223 scopus 로고    scopus 로고
    • BOLD responses reflecting dopaminergic signals in the human ventral tegmental area
    • D'Ardenne K, McClure SM, Nystrom LE, Cohen JD (2008) BOLD responses reflecting dopaminergic signals in the human ventral tegmental area. Science 319:1264-1267
    • (2008) Science , vol.319 , pp. 1264-1267
    • D'ardenne, K.1    McClure, S.M.2    Nystrom, L.E.3    Cohen, J.D.4
  • 8
    • 84921627984 scopus 로고    scopus 로고
    • Trial by trial data analysis using computational models
    • Delgado MR, Phelps EA, Robbins TW, eds
    • Daw ND (2011) Trial by trial data analysis using computational models. In: Decision making, affect, and learning: attention and performance XXIII (Delgado MR, Phelps EA, Robbins TW, eds), pp 3-38
    • (2011) Decision Making, Affect, and Learning: Attention and Performance , vol.23 , pp. 3-38
    • Daw, N.D.1
  • 9
    • 28044450875 scopus 로고    scopus 로고
    • Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
    • Oxford UK, Oxford UP, Daw ND, Niv Y, Dayan P (2005) Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nat Neurosci 8:1704-1711
    • (2005) Nat Neurosci , vol.8 , pp. 1704-1711
    • Oxford, U.K.1    Oxford, U.P.2    Daw, N.D.3    Niv, Y.4    Dayan, P.5
  • 11
    • 0033667205 scopus 로고    scopus 로고
    • Learning and selective attention
    • Dayan P, Kakade S, Montague PR (2000) Learning and selective attention. Nat Neurosci [Suppl] 3:1218-1223
    • (2000) Nat Neurosci , vol.3 , Issue.SUPPL. , pp. 1218-1223
    • Dayan, P.1    Kakade, S.2    Montague, P.R.3
  • 12
    • 33846268414 scopus 로고    scopus 로고
    • Adaptive learning and risk taking
    • Denrell J (2007) Adaptive learning and risk taking. Psychol Rev 114:177-187
    • (2007) Psychol Rev , vol.114 , pp. 177-187
    • Denrell, J.1
  • 13
    • 0035605178 scopus 로고    scopus 로고
    • Adaptation as information restriction: The hot stove effect
    • Denrell J, March JG (2001) Adaptation as information restriction: the hot stove effect. Organ Sci 12:523-538
    • (2001) Organ Sci , vol.12 , pp. 523-538
    • Denrell, J.1    March, J.G.2
  • 14
    • 0033033437 scopus 로고    scopus 로고
    • Ventromedial prefrontal cortex mediates guessing
    • Elliott R, Rees G, Dolan RJ (1999) Ventromedial prefrontal cortex mediates guessing. Neuropsychologia 37:403-411
    • (1999) Neuropsychologia , vol.37 , pp. 403-411
    • Elliott, R.1    Rees, G.2    Dolan, R.J.3
  • 15
    • 0037459319 scopus 로고    scopus 로고
    • Discrete coding of reward probability and uncertainty by dopamine neurons
    • Fiorillo CD, Tobler PN, Schultz W (2003) Discrete coding of reward probability and uncertainty by dopamine neurons. Science 299:1898-1902
    • (2003) Science , vol.299 , pp. 1898-1902
    • Fiorillo, C.D.1    Tobler, P.N.2    Schultz, W.3
  • 16
    • 78049278720 scopus 로고    scopus 로고
    • Differentiable neural substrates for learned and described value and risk
    • Fitzgerald TH, Seymour B, Bach DR, Dolan RJ (2010) Differentiable neural substrates for learned and described value and risk. Curr Biol 20:1823-1829
    • (2010) Curr Biol , vol.20 , pp. 1823-1829
    • Fitzgerald, T.H.1    Seymour, B.2    Bach, D.R.3    Dolan, R.J.4
  • 17
    • 45949091429 scopus 로고    scopus 로고
    • Dissociating the role of the orbitofrontal cortex and the striatum in the computation of goal values and prediction errors
    • Hare TA, O'Doherty J, Camerer CF, Schultz W, Rangel A (2008) Dissociating the role of the orbitofrontal cortex and the striatum in the computation of goal values and prediction errors. J Neurosci 28:5623-5630
    • (2008) J Neurosci , vol.28 , pp. 5623-5630
    • Hare, T.A.1    O'Doherty, J.2    Camerer, C.F.3    Schultz, W.4    Rangel, A.5
  • 18
    • 58549083746 scopus 로고    scopus 로고
    • Gambling for Gatorade: Risk-sensitive decision making for fluid rewards in humans
    • Hayden B, Platt M (2008) Gambling for Gatorade: risk-sensitive decision making for fluid rewards in humans. Anim Cogn 12:201-207
    • (2008) Anim Cogn , vol.12 , pp. 201-207
    • Hayden, B.1    Platt, M.2
  • 19
    • 70449671239 scopus 로고    scopus 로고
    • The description-experience gap in risky choice
    • Hertwig R, Erev I (2009) The description-experience gap in risky choice. Trends Cogn Sci 13:517-523
    • (2009) Trends Cogn Sci , vol.13 , pp. 517-523
    • Hertwig, R.1    Erev, I.2
  • 20
    • 4043119771 scopus 로고    scopus 로고
    • Decisions from experience and the effect of rare events in risky choice
    • Hertwig R, Barron G, Weber EU, Erev I (2004) Decisions from experience and the effect of rare events in risky choice. Psychol Sci 15:534-539
    • (2004) Psychol Sci , vol.15 , pp. 534-539
    • Hertwig, R.1    Barron, G.2    Weber, E.U.3    Erev, I.4
  • 21
    • 28844452879 scopus 로고    scopus 로고
    • Neural systems responding to degrees of uncertainty in human decision-making
    • Hsu M, Bhatt M, Adolphs R, Tranel D, Camerer CF (2005) Neural systems responding to degrees of uncertainty in human decision-making. Science 310:1680-1683
    • (2005) Science , vol.310 , pp. 1680-1683
    • Hsu, M.1    Bhatt, M.2    Adolphs, R.3    Tranel, D.4    Camerer, C.F.5
  • 22
    • 60849139440 scopus 로고    scopus 로고
    • Neural responses to reward anticipation under risk is nonlinear in probabilities
    • Hsu M, Krajbich I, Zhao C, Camerer CF (2009) Neural responses to reward anticipation under risk is nonlinear in probabilities. J Neurosci 29:2231-2237
    • (2009) J Neurosci , vol.29 , pp. 2231-2237
    • Hsu, M.1    Krajbich, I.2    Zhao, C.3    Camerer, C.F.4
  • 23
    • 16344374875 scopus 로고    scopus 로고
    • Decisions under uncertainty: Probabilistic context influences activation of prefrontal and parietal cortices
    • Huettel SA, Song AW, McCarthy G (2005) Decisions under uncertainty: probabilistic context influences activation of prefrontal and parietal cortices. J Neurosci 25:3304-3311
    • (2005) J Neurosci , vol.25 , pp. 3304-3311
    • Huettel, S.A.1    Song, A.W.2    McCarthy, G.3
  • 25
    • 55449116778 scopus 로고    scopus 로고
    • Feedback produces divergence from prospect theory in descriptive choice
    • Jessup RK, Bishara AJ, Busemeyer JR (2008) Feedback produces divergence from prospect theory in descriptive choice. Psychol Sci 19:1015-1022
    • (2008) Psychol Sci , vol.19 , pp. 1015-1022
    • Jessup, R.K.1    Bishara, A.J.2    Busemeyer, J.R.3
  • 26
    • 33746106102 scopus 로고    scopus 로고
    • Risky theories-the effect of variance on foraging decisions
    • Kacelnik A, Bateson M (1996) Risky theories-the effect of variance on foraging decisions. Am Zoologist 36:402-434
    • (1996) Am Zoologist , vol.36 , pp. 402-434
    • Kacelnik, A.1    Bateson, M.2
  • 27
    • 33747336945 scopus 로고    scopus 로고
    • Is avoiding an aversive outcome rewarding?
    • neural substrates of avoidance learning in the human brain
    • Kim H, Shimojo S, O'Doherty JP (2006) Is avoiding an aversive outcome rewarding? neural substrates of avoidance learning in the human brain. PLoS Biol 4:e233.
    • (2006) PLoS Biol , vol.4
    • Kim, H.1    Shimojo, S.2    O'Doherty, J.P.3
  • 28
    • 34547656092 scopus 로고    scopus 로고
    • Neural antecedents of financial decisions
    • Knutson B, Bossaerts P (2007) Neural antecedents of financial decisions. J Neurosci 27:8174-8177
    • (2007) J Neurosci , vol.27 , pp. 8174-8177
    • Knutson, B.1    Bossaerts, P.2
  • 29
    • 33847651376 scopus 로고    scopus 로고
    • Linking nucleus accumbens dopamine and blood oxygenation
    • Knutson B, Gibbs SE (2007) Linking nucleus accumbens dopamine and blood oxygenation. Psychopharmacology (Berl) 191:813-822
    • (2007) Psychopharmacology (Berl) , vol.191 , pp. 813-822
    • Knutson, B.1    Gibbs, S.E.2
  • 31
    • 23944526646 scopus 로고    scopus 로고
    • The neural basis of financial risk taking
    • Kuhnen CM, Knutson B (2005) The neural basis of financial risk taking. Neuron 47:763-770
    • (2005) Neuron , vol.47 , pp. 763-770
    • Kuhnen, C.M.1    Knutson, B.2
  • 33
    • 1542577227 scopus 로고    scopus 로고
    • Learning to be risk averse
    • March JG (1996) Learning to be risk averse. Psychol Rev 103:309-319
    • (1996) Psychol Rev , vol.103 , pp. 309-319
    • March, J.G.1
  • 34
    • 84995186518 scopus 로고
    • Portfolio selection
    • Markowitz H (1952) Portfolio selection. J Finance 7:77-91
    • (1952) J Finance , vol.7 , pp. 77-91
    • Markowitz, H.1
  • 35
    • 4644351339 scopus 로고    scopus 로고
    • Selective activation of the nucleus accumbens during risk-taking decision making
    • Matthews SC, Simmons AN, Lane SD, Paulus MP (2004) Selective activation of the nucleus accumbens during risk-taking decision making. Neuroreport 15:2123-2127
    • (2004) Neuroreport , vol.15 , pp. 2123-2127
    • Matthews, S.C.1    Simmons, A.N.2    Lane, S.D.3    Paulus, M.P.4
  • 36
    • 0037650217 scopus 로고    scopus 로고
    • Temporal prediction errors in a passive learning task activate human striatum
    • McClure SM, Berns GS, Montague PR (2003) Temporal prediction errors in a passive learning task activate human striatum. Neuron 38:339-346
    • (2003) Neuron , vol.38 , pp. 339-346
    • McClure, S.M.1    Berns, G.S.2    Montague, P.R.3
  • 37
    • 27744444928 scopus 로고    scopus 로고
    • Risk-sensitive neurons in macaque posterior cingulate cortex
    • McCoy AN, Platt ML (2005) Risk-sensitive neurons in macaque posterior cingulate cortex. Nat Neurosci 8:1220-1227
    • (2005) Nat Neurosci , vol.8 , pp. 1220-1227
    • McCoy, A.N.1    Platt, M.L.2
  • 38
    • 0036832952 scopus 로고    scopus 로고
    • Risk-sensitive reinforcement learning
    • Mihatsch O, Neuneier R (2002) Risk-sensitive reinforcement learning. Machine Learn 49:267-290
    • (2002) Machine Learn , vol.49 , pp. 267-290
    • Mihatsch, O.1    Neuneier, R.2
  • 39
    • 0029981543 scopus 로고    scopus 로고
    • A framework for mesencephalic dopamine systems based on predictive Hebbian learning
    • Montague PR, Dayan P, Sejnowski TJ (1996) A framework for mesencephalic dopamine systems based on predictive Hebbian learning. J Neurosci 16:1936-1947
    • (1996) J Neurosci , vol.16 , pp. 1936-1947
    • Montague, P.R.1    Dayan, P.2    Sejnowski, T.J.3
  • 40
  • 41
    • 67349283062 scopus 로고    scopus 로고
    • Reinforcement learning in the brain
    • Niv Y (2009) Reinforcement learning in the brain. J Math Psychol 53:139-154
    • (2009) J Math Psychol , vol.53 , pp. 139-154
    • Niv, Y.1
  • 42
    • 45949092119 scopus 로고    scopus 로고
    • Dialogues on prediction errors
    • Niv Y, Schoenbaum G (2008) Dialogues on prediction errors. Trends Cogn Sci 12:265-272
    • (2008) Trends Cogn Sci , vol.12 , pp. 265-272
    • Niv, Y.1    Schoenbaum, G.2
  • 43
    • 0036972336 scopus 로고    scopus 로고
    • Evolution of reinforcement learning in uncertain environments: A simple explanation for complex foraging behaviors
    • Niv Y, Joel D, Meilijson I, Ruppin E (2002) Evolution of reinforcement learning in uncertain environments: a simple explanation for complex foraging behaviors. Adapt Behav 10:5-24
    • (2002) Adapt Behav , vol.10 , pp. 5-24
    • Niv, Y.1    Joel, D.2    Meilijson, I.3    Ruppin, E.4
  • 45
    • 0037987978 scopus 로고    scopus 로고
    • Temporal difference learning model accounts for responses in human ventral striatum and orbitofrontal cortex during Pavlovian appetitive learning
    • O'Doherty J, Dayan P, Friston K, Critchley H, Dolan R (2003) Temporal difference learning model accounts for responses in human ventral striatum and orbitofrontal cortex during Pavlovian appetitive learning. Neuron 38:329-337
    • (2003) Neuron , vol.38 , pp. 329-337
    • O'Doherty, J.1    Dayan, P.2    Friston, K.3    Critchley, H.4    Dolan, R.5
  • 47
    • 41149146551 scopus 로고    scopus 로고
    • Risky business: The neuroeconomics of decision making under uncertainty
    • Platt ML, Huettel SA (2008) Risky business: the neuroeconomics of decision making under uncertainty. Nat Neurosci 11:398-403
    • (2008) Nat Neurosci , vol.11 , pp. 398-403
    • Platt, M.L.1    Huettel, S.A.2
  • 48
    • 33746711623 scopus 로고    scopus 로고
    • Neural differentiation of expected reward and risk in human subcortical structures
    • Preuschoff K, Bossaerts P, Quartz SR (2006) Neural differentiation of expected reward and risk in human subcortical structures. Neuron 51:381-390
    • (2006) Neuron , vol.51 , pp. 381-390
    • Preuschoff, K.1    Bossaerts, P.2    Quartz, S.R.3
  • 49
    • 40849106781 scopus 로고    scopus 로고
    • Human insula activation reflects risk prediction errors as well as risk
    • Preuschoff K, Quartz SR, Bossaerts P (2008) Human insula activation reflects risk prediction errors as well as risk. J Neurosci 28:2745-2752
    • (2008) J Neurosci , vol.28 , pp. 2745-2752
    • Preuschoff, K.1    Quartz, S.R.2    Bossaerts, P.3
  • 51
    • 0002109138 scopus 로고
    • A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement
    • Black AH, Prokasy WF, eds, New York: Appleton-Century-Crofts
    • Rescorla RA, Wagner AR (1972) A theory of Pavlovian conditioning: variations in the effectiveness of reinforcement and nonreinforcement. In: Classical conditioning II: current research and theory (Black AH, Prokasy WF, eds), pp 64-99 New York: Appleton-Century-Crofts
    • (1972) Classical Conditioning II: Current Research and Theory , pp. 64-99
    • Rescorla, R.A.1    Wagner, A.R.2
  • 52
    • 36448968271 scopus 로고    scopus 로고
    • Dopamine neurons encode the better option in rats deciding between differently delayed or sized rewards
    • Roesch MR, Calu DJ, Schoenbaum G (2007) Dopamine neurons encode the better option in rats deciding between differently delayed or sized rewards. Nat Neurosci 10:1615-1624
    • (2007) Nat Neurosci , vol.10 , pp. 1615-1624
    • Roesch, M.R.1    Calu, D.J.2    Schoenbaum, G.3
  • 54
    • 36348966690 scopus 로고    scopus 로고
    • Reinforcement learning signals in the human striatum distinguish learners from nonlearners during reward-based decision making
    • Schönberg T, Daw ND, Joel D, O'Doherty JP (2007) Reinforcement learning signals in the human striatum distinguish learners from nonlearners during reward-based decision making. J Neurosci 27:12860-12867
    • (2007) J Neurosci , vol.27 , pp. 12860-12867
    • Schönberg, T.1    Daw, N.D.2    Joel, D.3    O'Doherty, J.P.4
  • 56
    • 0030896968 scopus 로고    scopus 로고
    • A neural substrate of prediction and reward
    • Schultz W, Dayan P, Montague PR (1997) A neural substrate of prediction and reward. Science 275:1593-1599
    • (1997) Science , vol.275 , pp. 1593-1599
    • Schultz, W.1    Dayan, P.2    Montague, P.R.3
  • 58
    • 34247869023 scopus 로고    scopus 로고
    • Differential encoding of losses and gains in the human striatum
    • Seymour B, Daw N, Dayan P, Singer T, Dolan R (2007) Differential encoding of losses and gains in the human striatum. J Neurosci 27:4826-4831
    • (2007) J Neurosci , vol.27 , pp. 4826-4831
    • Seymour, B.1    Daw, N.2    Dayan, P.3    Singer, T.4    Dolan, R.5
  • 59
    • 0035101215 scopus 로고    scopus 로고
    • Quantitative tests of an associative theory of risk-sensitivity in honeybees
    • Shapiro MS, Couvillon PA, Bitterman ME (2001) Quantitative tests of an associative theory of risk-sensitivity in honeybees. J Exp Biol 204:565-573
    • (2001) J Exp Biol , vol.204 , pp. 565-573
    • Shapiro, M.S.1    Couvillon, P.A.2    Bitterman, M.E.3
  • 60
    • 49449109652 scopus 로고    scopus 로고
    • Dichotomous dopaminergic control of striatal synaptic plasticity
    • Shen W, Flajolet M, Greengard P, Surmeier DJ (2008) Dichotomous dopaminergic control of striatal synaptic plasticity. Science 321:848-851
    • (2008) Science , vol.321 , pp. 848-851
    • Shen, W.1    Flajolet, M.2    Greengard, P.3    Surmeier, D.J.4
  • 61
    • 4243950811 scopus 로고    scopus 로고
    • An introduction to risk sensitivity: The use of Jensen's inequality to clarify evolutionary arguments of adaptation and constraint
    • Smallwood PD (1996) An introduction to risk sensitivity: the use of Jensen's inequality to clarify evolutionary arguments of adaptation and constraint. Am Zoologist 36:392-401
    • (1996) Am Zoologist , vol.36 , pp. 392-401
    • Smallwood, P.D.1
  • 62
    • 33847202724 scopus 로고
    • Learning to predict by the method of temporal difference
    • Sutton RS (1988) Learning to predict by the method of temporal difference. Machine Learning 3:9-44
    • (1988) Machine Learning , vol.3 , pp. 9-44
    • Sutton, R.S.1
  • 64
    • 14844349975 scopus 로고    scopus 로고
    • Adaptive coding of reward value by dopamine neurons
    • Tobler PN, Fiorillo CD, Schultz W (2005) Adaptive coding of reward value by dopamine neurons. Science 307:1642-1645
    • (2005) Science , vol.307 , pp. 1642-1645
    • Tobler, P.N.1    Fiorillo, C.D.2    Schultz, W.3
  • 65
    • 33644806981 scopus 로고    scopus 로고
    • Human neural learning depends on reward prediction errors in the blocking paradigm
    • Tobler PN, O'Doherty JP, Dolan RJ, Schultz W (2006) Human neural learning depends on reward prediction errors in the blocking paradigm. J Neurophysiol 95:301-310
    • (2006) J Neurophysiol , vol.95 , pp. 301-310
    • Tobler, P.N.1    O'Doherty, J.P.2    Dolan, R.J.3    Schultz, W.4
  • 66
    • 33846933461 scopus 로고    scopus 로고
    • Reward value coding distinct from risk attitude-related uncertainty coding in human reward systems
    • Tobler PN, O'Doherty JP, Dolan RJ, Schultz W (2007) Reward value coding distinct from risk attitude-related uncertainty coding in human reward systems. J Neurophysiol 97:1621-1632
    • (2007) J Neurophysiol , vol.97 , pp. 1621-1632
    • Tobler, P.N.1    O'Doherty, J.P.2    Dolan, R.J.3    Schultz, W.4
  • 67
    • 33846587385 scopus 로고    scopus 로고
    • The neural basis of loss aversion in decision-making under risk
    • Tom SM, Fox CR, Trepel C, Poldrack RA (2007) The neural basis of loss aversion in decision-making under risk. Science 315:515-518
    • (2007) Science , vol.315 , pp. 515-518
    • Tom, S.M.1    Fox, C.R.2    Trepel, C.3    Poldrack, R.A.4
  • 68
    • 84882497320 scopus 로고    scopus 로고
    • Decisions under uncertainty: Psychological, economic, and neuroeconomic explanations of risk preference
    • Glimcher PW, Camerer C, Fehr E, Poldrack R, eds, London: Elsevier
    • Weber EU, Johnson EJ (2008) Decisions under uncertainty: psychological, economic, and neuroeconomic explanations of risk preference. In: Neuroeconomics: Decision making and the brain (Glimcher PW, Camerer C, Fehr E, Poldrack R, eds), pp 127-144 London: Elsevier
    • (2008) Neuroeconomics: Decision Making and The Brain , pp. 127-144
    • Weber, E.U.1    Johnson, E.J.2
  • 69
    • 1942443226 scopus 로고    scopus 로고
    • Predicting risk sensitivity in humans and lower animals: Risk as variance or coefficient of variation
    • Weber EU, Shafir S, Blais, A-R (2004) Predicting risk sensitivity in humans and lower animals: risk as variance or coefficient of variation. Psychol Rev 111:430-445
    • (2004) Psychol Rev , vol.111 , pp. 430-445
    • Weber, E.U.1    Shafir, S.2    Blais, A.-R.3


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