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Volumn 5, Issue DEC, 2014, Pages

Processing speed enhances model-based over model-free reinforcement learning in the presence of high working memory functioning

Author keywords

Cognitive abilities; Decision making; Fluid intelligence; Habitual and goal directed system; Model based and model free learning; Reward

Indexed keywords


EID: 84923385272     PISSN: None     EISSN: 16641078     Source Type: Journal    
DOI: 10.3389/fpsyg.2014.01450     Document Type: Article
Times cited : (62)

References (60)
  • 1
    • 0033779823 scopus 로고    scopus 로고
    • Trail making test, part B as a measure of executive control: validation using a set-switching paradigm
    • Arbuthnott, K., and Frank, J. (2000). Trail making test, part B as a measure of executive control: validation using a set-switching paradigm. J. Clin. Exp. Neuropsychol. 22, 518-528. doi: 10.1076/1380-3395(200008)22:4;1-0;FT518
    • (2000) J. Clin. Exp. Neuropsychol. , vol.22 , pp. 518-528
    • Arbuthnott, K.1    Frank, J.2
  • 2
    • 0003667373 scopus 로고
    • Washington, DC: War Department, Adjutant General's Office.
    • Army Individual Test Battery. (1944). Manual of Directions and Scoring. Washington, DC: War Department, Adjutant General's Office.
    • (1944) Manual of Directions and Scoring
  • 3
    • 84871868072 scopus 로고    scopus 로고
    • Random effects structure for confirmatory hypothesis testing: keep it maximal
    • Barr, D. J., Levy, R., Scheepers, C., and Tily, H. J. (2013). Random effects structure for confirmatory hypothesis testing: keep it maximal. J. Mem. Lang. 68, 255-278. doi: 10.1016/j.jml.2012.11.001
    • (2013) J. Mem. Lang. , vol.68 , pp. 255-278
    • Barr, D.J.1    Levy, R.2    Scheepers, C.3    Tily, H.J.4
  • 5
    • 0001677717 scopus 로고
    • Controlling the false discovery rate: a practical and powerful approach to multiple testing
    • Benjamini, Y., and Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Statist. Soc. B 57, 289-300.
    • (1995) J. R. Statist. Soc. B , vol.57 , pp. 289-300
    • Benjamini, Y.1    Hochberg, Y.2
  • 6
    • 84886934503 scopus 로고    scopus 로고
    • Goal neglect and knowledge chunking in the construction of novel behaviour
    • Bhandari, A., and Duncan, J. (2014). Goal neglect and knowledge chunking in the construction of novel behaviour. Cognition 130, 11-30. doi: 10.1016/j.cognition.2013.08.013
    • (2014) Cognition , vol.130 , pp. 11-30
    • Bhandari, A.1    Duncan, J.2
  • 7
    • 84920936933 scopus 로고    scopus 로고
    • A quantitative signature of self-control repair rate-dependent effects of successful addiction treatment
    • Bickel, W. K., Landes, R. D., Kurth-Nelson, Z., and Redish, A. D. (2014). A quantitative signature of self-control repair rate-dependent effects of successful addiction treatment. Clin. Psychol. Sci. 2, 685-695. doi: 10.1177/2167702614528162
    • (2014) Clin. Psychol. Sci. , vol.2 , pp. 685-695
    • Bickel, W.K.1    Landes, R.D.2    Kurth-Nelson, Z.3    Redish, A.D.4
  • 8
    • 66049090810 scopus 로고    scopus 로고
    • Cognitive skills affect economic preferences, strategic behavior, and job attachment
    • Burks, S. V., Carpenter, J. P., Goette, L., and Rustichini, A. (2009). Cognitive skills affect economic preferences, strategic behavior, and job attachment. Proc. Natl. Acad. Sci. U.S.A. 106, 7745-7750. doi: 10.1073/pnas.0812360106
    • (2009) Proc. Natl. Acad. Sci. U.S.A. , vol.106 , pp. 7745-7750
    • Burks, S.V.1    Carpenter, J.P.2    Goette, L.3    Rustichini, A.4
  • 9
    • 0023190525 scopus 로고
    • Relationships between parts A and B of the trail making test
    • Corrigan, J. D., and Hinkeldey, N. S. (1987). Relationships between parts A and B of the trail making test. J. Clin. Psychol. 43, 402-409. doi: 10.1002/1097-4679(198707)43:4<402::AID-JCLP2270430411>3.0.CO;2-E
    • (1987) J. Clin. Psychol. , vol.43 , pp. 402-409
    • Corrigan, J.D.1    Hinkeldey, N.S.2
  • 10
    • 79952746011 scopus 로고    scopus 로고
    • Model-based influences on humans' choices and striatal prediction errors
    • Daw, N. D., Gershman, S. J., Seymour, B., Dayan, P., and Dolan, R. J. (2011). Model-based influences on humans' choices and striatal prediction errors. Neuron 69, 1204-1215. doi: 10.1016/j.neuron.2011.02.027
    • (2011) Neuron , vol.69 , pp. 1204-1215
    • Daw, N.D.1    Gershman, S.J.2    Seymour, B.3    Dayan, P.4    Dolan, R.J.5
  • 11
    • 28044450875 scopus 로고    scopus 로고
    • Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
    • Daw, N. D., Niv, Y., and Dayan, P. (2005). Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nat. Neurosci. 8, 1704-1711. doi: 10.1038/nn1560
    • (2005) Nat. Neurosci. , vol.8 , pp. 1704-1711
    • Daw, N.D.1    Niv, Y.2    Dayan, P.3
  • 12
    • 77958461569 scopus 로고    scopus 로고
    • Habitual versus goal-directed action control in Parkinson disease
    • De Wit, S., Barker, R. A., Dickinson, A. D., and Cools, R. (2011). Habitual versus goal-directed action control in Parkinson disease. J. Cogn. Neurosci. 23, 1218-1229. doi: 10.1162/jocn.2010.21514
    • (2011) J. Cogn. Neurosci. , vol.23 , pp. 1218-1229
    • De Wit, S.1    Barker, R.A.2    Dickinson, A.D.3    Cools, R.4
  • 13
    • 84859341150 scopus 로고    scopus 로고
    • Habits, action sequences and reinforcement learning
    • Dezfouli, A., and Balleine, B. W. (2012). Habits, action sequences and reinforcement learning. Eur. J. Neurosci. 35, 1036-1051. doi: 10.1111/j.1460-9568.2012.08050.x
    • (2012) Eur. J. Neurosci. , vol.35 , pp. 1036-1051
    • Dezfouli, A.1    Balleine, B.W.2
  • 14
    • 84892682926 scopus 로고    scopus 로고
    • Actions, action sequences and habits: evidence that goal-directed and habitual action control are hierarchically organized
    • Dezfouli, A., and Balleine, B. W. (2013). Actions, action sequences and habits: evidence that goal-directed and habitual action control are hierarchically organized. PLoS Comput. Biol. 9:e1003364. doi: 10.1371/journal.pcbi.1003364
    • (2013) PLoS Comput. Biol. , vol.9
    • Dezfouli, A.1    Balleine, B.W.2
  • 15
    • 84885802926 scopus 로고    scopus 로고
    • Goals and habits in the brain
    • Dolan, R. J., and Dayan, P. (2013). Goals and habits in the brain. Neuron 80, 312-325. doi: 10.1016/j.neuron.2013.09.007
    • (2013) Neuron , vol.80 , pp. 312-325
    • Dolan, R.J.1    Dayan, P.2
  • 16
    • 27644454882 scopus 로고    scopus 로고
    • Neural systems of reinforcement for drug addiction: from actions to habits to compulsion
    • Everitt, B. J., and Robbins, T. W. (2005). Neural systems of reinforcement for drug addiction: from actions to habits to compulsion. Nat. Neurosci. 8, 1481-1489. doi: 10.1038/nn1579
    • (2005) Nat. Neurosci. , vol.8 , pp. 1481-1489
    • Everitt, B.J.1    Robbins, T.W.2
  • 17
    • 78049278720 scopus 로고    scopus 로고
    • Differentiable neural substrates for learned and described value and risk
    • FitzGerald, T. H. B., Seymour, B., Bach, D. R., and Dolan, R. J. (2010). Differentiable neural substrates for learned and described value and risk. Curr. Biol. 20, 1823-1829. doi: 10.1016/j.cub.2010.08.048
    • (2010) Curr. Biol. , vol.20 , pp. 1823-1829
    • FitzGerald, T.H.B.1    Seymour, B.2    Bach, D.R.3    Dolan, R.J.4
  • 18
    • 84905512012 scopus 로고    scopus 로고
    • Devaluation and sequential decisions: linking goal-directed and model-based behavior
    • Friedel, E., Koch, S. P., Wendt, J., Heinz, A., Deserno, L., and Schlagenhauf, F. (2014). Devaluation and sequential decisions: linking goal-directed and model-based behavior. Front. Hum. Neurosci. 8:587. doi: 10.3389/fnhum.2014.00587
    • (2014) Front. Hum. Neurosci. , vol.8 , pp. 587
    • Friedel, E.1    Koch, S.P.2    Wendt, J.3    Heinz, A.4    Deserno, L.5    Schlagenhauf, F.6
  • 20
    • 79960520781 scopus 로고    scopus 로고
    • Disruption in the balance between goal-directed behavior and habit learning in obsessive-compulsive disorder
    • Gillan, C. M., Papmeyer, M., Morein-Zamir, S., Sahakian, B. J., Fineberg, N. A., Robbins, T. W., et al. (2011). Disruption in the balance between goal-directed behavior and habit learning in obsessive-compulsive disorder. Am. J. Psychiatry 168, 718-726. doi: 10.1176/appi.ajp.2011.10071062
    • (2011) Am. J. Psychiatry , vol.168 , pp. 718-726
    • Gillan, C.M.1    Papmeyer, M.2    Morein-Zamir, S.3    Sahakian, B.J.4    Fineberg, N.A.5    Robbins, T.W.6
  • 21
    • 0013963736 scopus 로고
    • Refinement and test of the theory of fluid and crystallized general intelligences
    • Horn, J. L., and Cattell, R. B. (1966). Refinement and test of the theory of fluid and crystallized general intelligences. J. Educ. Psychol. 57, 253-270. doi: 10.1037/h0023816
    • (1966) J. Educ. Psychol. , vol.57 , pp. 253-270
    • Horn, J.L.1    Cattell, R.B.2
  • 22
    • 84859371025 scopus 로고    scopus 로고
    • Bonsai trees in your head: how the pavlovian system sculpts goal-directed choices by pruning decision trees
    • Huys, Q. J. M., Eshel, N., O'Nions, E., Sheridan, L., Dayan, P., and Roiser, J. P. (2012). Bonsai trees in your head: how the pavlovian system sculpts goal-directed choices by pruning decision trees. PLoS Comput. Biol. 8:e1002410. doi: 10.1371/journal.pcbi.1002410
    • (2012) PLoS Comput. Biol. , vol.8
    • Huys, Q.J.M.1    Eshel, N.2    O'Nions, E.3    Sheridan, L.4    Dayan, P.5    Roiser, J.P.6
  • 23
    • 84904677320 scopus 로고    scopus 로고
    • The role of learning-related dopamine signals in addiction vulnerability
    • Huys, Q. J., Tobler, P. T., Hasler, G., and Flagel, S. B. (2014). The role of learning-related dopamine signals in addiction vulnerability. Prog. Brain Res. 211, 31-77.
    • (2014) Prog. Brain Res. , vol.211 , pp. 31-77
    • Huys, Q.J.1    Tobler, P.T.2    Hasler, G.3    Flagel, S.B.4
  • 24
    • 36048937548 scopus 로고    scopus 로고
    • Neural ensembles in CA3 transiently encode paths forward of the animal at a decision point
    • Johnson, A., and Redish, A. D. (2007). Neural ensembles in CA3 transiently encode paths forward of the animal at a decision point. J. Neurosci. 27, 12176-12189. doi: 10.1523/JNEUROSCI.3761-07.2007
    • (2007) J. Neurosci. , vol.27 , pp. 12176-12189
    • Johnson, A.1    Redish, A.D.2
  • 25
    • 20444494390 scopus 로고    scopus 로고
    • The structure of human intelligence: it is verbal, perceptual, and image rotation (VPR), not fluid and crystallized
    • Johnson, W., and Bouchard, T. J. Jr. (2005). The structure of human intelligence: it is verbal, perceptual, and image rotation (VPR), not fluid and crystallized. Intelligence 33, 393-416. doi: 10.1016/j.intell.2004.12.002
    • (2005) Intelligence , vol.33 , pp. 393-416
    • Johnson, W.1    Bouchard, T.J.Jr.2
  • 26
    • 0037528890 scopus 로고    scopus 로고
    • Decoding digit symbol: speed, memory, and visual scanning
    • Joy, S., Fein, D., and Kaplan, E. (2003). Decoding digit symbol: speed, memory, and visual scanning. Assessment 10, 56-65. doi: 10.1177/0095399702250335
    • (2003) Assessment , vol.10 , pp. 56-65
    • Joy, S.1    Fein, D.2    Kaplan, E.3
  • 27
    • 79958143780 scopus 로고    scopus 로고
    • Speed/accuracy trade-off between the habitual and the goal-directed processes
    • Keramati, M., Dezfouli, A., and Piray, P. (2011). Speed/accuracy trade-off between the habitual and the goal-directed processes. PLoS Comput. Biol. 7:e1002055. doi: 10.1371/journal.pcbi.1002055
    • (2011) PLoS Comput. Biol. , vol.7
    • Keramati, M.1    Dezfouli, A.2    Piray, P.3
  • 28
    • 0037382264 scopus 로고    scopus 로고
    • Coordination of actions and habits in the medial prefrontal cortex of rats
    • Killcross, S., and Coutureau, E. (2003). Coordination of actions and habits in the medial prefrontal cortex of rats. Cereb. Cortex 13, 400-408. doi: 10.1093/cercor/13.4.400
    • (2003) Cereb. Cortex , vol.13 , pp. 400-408
    • Killcross, S.1    Coutureau, E.2
  • 29
    • 84859368712 scopus 로고    scopus 로고
    • A theoretical account of cognitive effects in delay discounting
    • Kurth-Nelson, Z., Bickel, W., and Redish, A. D. (2012). A theoretical account of cognitive effects in delay discounting. Eur. J. Neurosci. 35, 1052-1064. doi: 10.1111/j.1460-9568.2012.08058.x
    • (2012) Eur. J. Neurosci. , vol.35 , pp. 1052-1064
    • Kurth-Nelson, Z.1    Bickel, W.2    Redish, A.D.3
  • 30
    • 0000135460 scopus 로고
    • Information processing components of substitution test performance
    • Laux, L. F., and Lane, D. M. (1985). Information processing components of substitution test performance. Intelligence 9, 111-136. doi: 10.1016/0160-2896(85)90012-1
    • (1985) Intelligence , vol.9 , pp. 111-136
    • Laux, L.F.1    Lane, D.M.2
  • 31
    • 84893508813 scopus 로고    scopus 로고
    • Neural computations underlying arbitration between model-based and model-free learning
    • Lee, S. W., Shimojo, S., and O'Doherty, J. P. (2014). Neural computations underlying arbitration between model-based and model-free learning. Neuron 81, 687-699. doi: 10.1016/j.neuron.2013.11.028
    • (2014) Neuron , vol.81 , pp. 687-699
    • Lee, S.W.1    Shimojo, S.2    O'Doherty, J.P.3
  • 33
    • 21844506919 scopus 로고
    • Forward and backward recall: different retrieval processes
    • Li, S.-C., and Lewandowsky, S. (1995). Forward and backward recall: different retrieval processes. J. Exp. Psychol. Learn. Mem. Cogn. 21, 837-847. doi: 10.1037/0278-7393.21.4.837
    • (1995) J. Exp. Psychol. Learn. Mem. Cogn. , vol.21 , pp. 837-847
    • Li, S.-C.1    Lewandowsky, S.2
  • 34
    • 1642269059 scopus 로고    scopus 로고
    • Transformations in the couplings among intellectual abilities and constituent cognitive processes across the life span
    • Li, S.-C., Lindenberger, U., Hommel, B., Aschersleben, G., Prinz, W., and Baltes, P. B. (2004). Transformations in the couplings among intellectual abilities and constituent cognitive processes across the life span. Psychol. Sci. 15, 155-163. doi: 10.1111/j.0956-7976.2004.01503003.x
    • (2004) Psychol. Sci. , vol.15 , pp. 155-163
    • Li, S.-C.1    Lindenberger, U.2    Hommel, B.3    Aschersleben, G.4    Prinz, W.5    Baltes, P.B.6
  • 36
    • 84877341847 scopus 로고    scopus 로고
    • The curse of planning: dissecting multiple reinforcement-learning systems by taxing the central executive
    • Otto, A. R., Gershman, S. J., Markman, A. B., and Daw, N. D. (2013a). The curse of planning: dissecting multiple reinforcement-learning systems by taxing the central executive. Psychol. Sci. 24, 751-761. doi: 10.1177/0956797612463080
    • (2013) Psychol. Sci. , vol.24 , pp. 751-761
    • Otto, A.R.1    Gershman, S.J.2    Markman, A.B.3    Daw, N.D.4
  • 37
    • 84891354506 scopus 로고    scopus 로고
    • Working-memory capacity protects model-based learning from stress
    • Otto, A. R., Raio, C. M., Chiang, A., Phelps, E. A., and Daw, N. D. (2013b). Working-memory capacity protects model-based learning from stress. Proc. Natl. Acad. Sci. U.S.A. 110, 20941-20946. doi: 10.1073/pnas.1312011110
    • (2013) Proc. Natl. Acad. Sci. U.S.A. , vol.110 , pp. 20941-20946
    • Otto, A.R.1    Raio, C.M.2    Chiang, A.3    Phelps, E.A.4    Daw, N.D.5
  • 39
    • 45749098894 scopus 로고    scopus 로고
    • A framework for studying the neurobiology of value-based decision making
    • Rangel, A., Camerer, C., and Montague, P. R. (2008). A framework for studying the neurobiology of value-based decision making. Nat. Rev. Neurosci. 9, 545-556. doi: 10.1038/nrn2357
    • (2008) Nat. Rev. Neurosci. , vol.9 , pp. 545-556
    • Rangel, A.1    Camerer, C.2    Montague, P.R.3
  • 40
    • 84863304598 scopus 로고    scopus 로고
    • Vienna, Austria: R Foundation for Statistical Computing
    • R Development Core Team (2013). R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. Avaliable online at: http://www.R-project.org/
    • (2013) R: A Language and Environment for Statistical Computing
  • 42
    • 48349092693 scopus 로고    scopus 로고
    • A unified framework for addiction: vulnerabilities in the decision process
    • Redish, A. D., Jensen, S., and Johnson, A. (2008). A unified framework for addiction: vulnerabilities in the decision process. Behav. Brain Sci. 31, 415-437. doi: 10.1017/S0140525X0800472X
    • (2008) Behav. Brain Sci. , vol.31 , pp. 415-437
    • Redish, A.D.1    Jensen, S.2    Johnson, A.3
  • 44
    • 66749144118 scopus 로고    scopus 로고
    • Rat prefrontal cortical neurons selectively code strategy switches
    • Rich, E. L., and Shapiro, M. (2009). Rat prefrontal cortical neurons selectively code strategy switches. J. Neurosci. 29, 7208-7219. doi: 10.1523/JNEUROSCI.6068-08.2009
    • (2009) J. Neurosci. , vol.29 , pp. 7208-7219
    • Rich, E.L.1    Shapiro, M.2
  • 45
    • 0033197242 scopus 로고    scopus 로고
    • Assessing individual differences in knowledge: knowledge, intelligence, and related traits
    • Rolfhus, E. L., and Ackerman, P. L. (1999). Assessing individual differences in knowledge: knowledge, intelligence, and related traits. J. Educ. Psychol. 91:511. doi: 10.1037/0022-0663.91.3.511
    • (1999) J. Educ. Psychol. , vol.91 , pp. 511
    • Rolfhus, E.L.1    Ackerman, P.L.2
  • 46
    • 0026773772 scopus 로고
    • What do adult age differences in the digit symbol substitution test reflect?
    • Salthouse, T. A. (1992). What do adult age differences in the digit symbol substitution test reflect? J. Gerontol. 47, P121-P128. doi: 10.1093/geronj/47.3.P121
    • (1992) J Gerontol. , vol.47 , pp. P121-P128
    • Salthouse, T.A.1
  • 47
    • 67651171617 scopus 로고    scopus 로고
    • Construct validity of the trail making test: role of task-switching, working memory, inhibition/interference control, and visuomotor abilities
    • Sánchez-Cubillo, I., Periáñez, J. A., Adrover-Roig, D., Rodríguez-Sánchez, J. M., Ríos-Lago, M., Tirapu, J., et al. (2009). Construct validity of the trail making test: role of task-switching, working memory, inhibition/interference control, and visuomotor abilities. J. Int. Neuropsychol. Soc. 15, 438-450. doi: 10.1017/S1355617709090626
    • (2009) J. Int. Neuropsychol. Soc. , vol.15 , pp. 438-450
    • Sánchez-Cubillo, I.1    Periáñez, J.A.2    Adrover-Roig, D.3    Rodríguez-Sánchez, J.M.4    Ríos-Lago, M.5    Tirapu, J.6
  • 48
    • 84876413583 scopus 로고    scopus 로고
    • Ventral striatal prediction error signaling is associated with dopamine synthesis capacity and fluid intelligence
    • Schlagenhauf, F., Rapp, M. A., Huys, Q. J. M., Beck, A., Wüstenberg, T., Deserno, L., et al. (2013). Ventral striatal prediction error signaling is associated with dopamine synthesis capacity and fluid intelligence. Hum. Brain Mapp. 34, 1490-1499. doi: 10.1002/hbm.22000
    • (2013) Hum. Brain Mapp. , vol.34 , pp. 1490-1499
    • Schlagenhauf, F.1    Rapp, M.A.2    Huys, Q.J.M.3    Beck, A.4    Wüstenberg, T.5    Deserno, L.6
  • 49
    • 66749101239 scopus 로고    scopus 로고
    • Stress prompts habit behavior in humans
    • Schwabe, L., and Wolf, O. T. (2009). Stress prompts habit behavior in humans. J. Neurosci. 29, 7191-7198. doi: 10.1523/JNEUROSCI.0979-09.2009
    • (2009) J. Neurosci. , vol.29 , pp. 7191-7198
    • Schwabe, L.1    Wolf, O.T.2
  • 51
    • 84893496912 scopus 로고    scopus 로고
    • The role of habits and motivation in human drug addiction: a reflection
    • Sjoerds, Z., Luigjes, J., van den Brink, W., Denys, D., and Yücel, M. (2014). The role of habits and motivation in human drug addiction: a reflection. Front. Psychiatry 5:8. doi: 10.3389/fpsyt.2014.00008
    • (2014) Front. Psychiatry , vol.5 , pp. 8
    • Sjoerds, Z.1    Luigjes, J.2    van den Brink, W.3    Denys, D.4    Yücel, M.5
  • 52
    • 84888025934 scopus 로고    scopus 로고
    • Disruption of dorsolateral prefrontal cortex decreases model-based in favor of model-free control in humans
    • Smittenaar, P., FitzGerald, T. H. B., Romei, V., Wright, N. D., and Dolan, R. J. (2013). Disruption of dorsolateral prefrontal cortex decreases model-based in favor of model-free control in humans. Neuron 80, 914-919. doi: 10.1016/j.neuron.2013.08.009
    • (2013) Neuron , vol.80 , pp. 914-919
    • Smittenaar, P.1    FitzGerald, T.H.B.2    Romei, V.3    Wright, N.D.4    Dolan, R.J.5
  • 55
    • 84859344211 scopus 로고    scopus 로고
    • Information processing in decision-making systems
    • Van der Meer, M., Kurth-Nelson, Z., and Redish, A. D. (2012). Information processing in decision-making systems. Neuroscientist 18, 342-359. doi: 10.1177/1073858411435128
    • (2012) Neuroscientist , vol.18 , pp. 342-359
    • Van der Meer, M.1    Kurth-Nelson, Z.2    Redish, A.D.3
  • 56
    • 34548504092 scopus 로고    scopus 로고
    • Selective reinforcement learning deficits in schizophrenia support predictions from computational models of striatal-cortical dysfunction
    • Waltz, J. A., Frank, M. J., Robinson, B. M., and Gold, J. M. (2007). Selective reinforcement learning deficits in schizophrenia support predictions from computational models of striatal-cortical dysfunction. Biol. Psychiatry 62, 756-764. doi: 10.1016/j.biopsych.2006.09.042
    • (2007) Biol. Psychiatry , vol.62 , pp. 756-764
    • Waltz, J.A.1    Frank, M.J.2    Robinson, B.M.3    Gold, J.M.4
  • 58
    • 84864935116 scopus 로고    scopus 로고
    • Dopamine enhances model-based over model-free choice behavior
    • Wunderlich, K., Smittenaar, P., and Dolan, R. J. (2012). Dopamine enhances model-based over model-free choice behavior. Neuron 75, 418-424. doi: 10.1016/j.neuron.2012.03.042
    • (2012) Neuron , vol.75 , pp. 418-424
    • Wunderlich, K.1    Smittenaar, P.2    Dolan, R.J.3
  • 59
    • 1642580578 scopus 로고    scopus 로고
    • Lesions of dorsolateral striatum preserve outcome expectancy but disrupt habit formation in instrumental learning
    • Yin, H. H., Knowlton, B. J., and Balleine, B. W. (2004). Lesions of dorsolateral striatum preserve outcome expectancy but disrupt habit formation in instrumental learning. Eur. J. Neurosci. 19, 181-189. doi: 10.1111/j.1460-9568.2004.03095.x
    • (2004) Eur. J. Neurosci. , vol.19 , pp. 181-189
    • Yin, H.H.1    Knowlton, B.J.2    Balleine, B.W.3
  • 60
    • 23244452169 scopus 로고    scopus 로고
    • The role of the dorsomedial striatum in instrumental conditioning
    • Yin, H. H., Ostlund, S. B., Knowlton, B. J., and Balleine, B. W. (2005). The role of the dorsomedial striatum in instrumental conditioning. Eur. J. Neurosci. 22, 513-523. doi: 10.1111/j.1460-9568.2005.04218.x
    • (2005) Eur. J. Neurosci. , vol.22 , pp. 513-523
    • Yin, H.H.1    Ostlund, S.B.2    Knowlton, B.J.3    Balleine, B.W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.