A mechanism for error detection in speeded response time tasks

Journal of Experimental Psychology: General

Volumn 134, Issue 2, 2005, Pages 163-191

  Holroyd, Clay B ^a,e   Yeung, Nick ^a   Coles, Michael G H ^b,c   Cohen, Jonathan D ^a,d  

^a PRINCETON UNIVERSITY   (United States)

^b UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^c RADBOUD UNIVERSITY NIJMEGEN   (Netherlands)

^d UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE   (United States)

^e UNIVERSITY OF VICTORIA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 18844403594     PISSN: 00963445     EISSN: None     Source Type: Journal    
DOI: 10.1037/0096-3445.134.2.163     Document Type: Article

References (176)

1. Angel, R. W. (1976). Efference copy in the control of movement. Neurology, 26, 1164-1168.
2. Bao, S., Chan, V. T., & Merzenich, M. M. (2001, July 5). Cortical remodelling induced by activity of ventral tegmental dopamine neurons. Nature, 412, 79-83.
3. Barto, A. G. (1995). Adaptive critics and the basal ganglia. In J. Houk, J. Davis, & D. Beiser (Eds.), Models of information processing in the basal ganglia (pp. 215-232). Cambridge, MA: MIT Press.
4. Bates, A. T., Kiehl, K. A., Laurens, K. R., & Liddle, P. F. (2002). Error-related negativity and correct response negativity in schizophrenia. Clinical Neurophysiology, 113, 1454-1463.
5. Bogacz, R., Brown, E. T., Moehlis, J. M., Hu, P., Holmes, P., & Cohen, J. D. (2005). The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced choice tasks. Manuscript submitted for publication.
6. Botvinick, M., Braver, T. S., Barch, D. M., Carter, C. S., & Cohen, J. D. (2001). Conflict monitoring and cognitive control. Psychological Review, 108, 624-652.
7. Braver, T. S., Barch, D. M., Keys, B. A., Carter, C. S., Cohen, J. D., Kaye, J. A., et al. (2001). Context processing in older adults: Evidence for a theory relating to cognitive control in healthy aging. Journal of Experimental Psychology: General, 130, 746-763.
8. Brown, J., Bullock, D., & Grossberg, S. (1999). How the basal ganglia use parallel excitatory and inhibitory learning pathways to selectively respond to unexpected rewarding cues. Journal of Neuroscience, 19, 10502-10511.
9. Brown, L. L., Schneider, J. S., & Lidsky, T. I. (1997). Sensory and cognitive functions of the basal ganglia. Current Opinion in Neurobiology, 7, 157-163.
10. Bush, G., Vogt, B. A., Homes, J., Dale, A. M., Greve, D., Jenike, M. A., & Rosen, B. R. (2002). Dorsal anterior cingulate cortex: A role in reward-based decision making. Proceedings of the National Academy of Sciences, USA, 99, 523-528.
11. Cohen, J. D., Dunbar, K., & McClelland, J. L. (1990). On the control of automatic processing: A parallel distributed account of the Stroop effect. Psychological Review, 97, 332-361.
12. Cohen, J. D., & Servan-Schreiber, D. (1992). Context, cortex, and dopamine: A connectionist approach to behavior and biology in schizophrenia. Psychological Review, 99, 45-77.
13. Cohen, J. D., Servan-Schreiber, D., & McClelland, J. L. (1992). A parallel distributed processing approach to automaticity. American Journal of Psychology, 105, 239-269.
14. Coles, M. G. H., De Jong, R., Gehring, W. J., & Gratton, G. (1991). Continuous versus discrete information processing: Evidence from movement-related potentials. In C. H. M. Brunia, G. Mulder, & M. N. Verbaten (Eds.), Event-related brain research (EEC Suppl. 42, pp. 260-269). Amsterdam: Elsevier.
15. Coles, M. G. H., Gratton, G., Bashore, T. R., Eriksen, C. W., & Donchin, E. (1985). A psychophysical investigation of the continuous flow model of human information processing, Journal of Experimental Psychology: Human Perception and Performance, 11, 529-553.
16. Coles, M. G. H., & Rugg, M. D. (1995). Event-related brain potentials: An introduction. In M. D. Rugg & M. G. H. Coles (Eds.), Electrophysiology of mind (pp. 1-26). Oxford, England: Oxford University Press.
17. Coles, M. G. H., Scheffers, M. K., & Fournier, L. (1995). Where did you go wrong? Errors, partial errors, and the nature of human information processing. Acta Psychologies 90, 129-144.
18. Coles, M. G. H., Scheffers, M. K., & Holroyd, C. B. (2001). Why is there an ERN/Ne on correct trials? Response representations, stimulus-related components, and the theory of error-processing. Biological Psychology, 56, 191-206.
19. Contreras-Vidal, J. L., & Schultz, W. (1999), A predictive reinforcement model of dopamine neurons for learning approach behavior. Journal of Computational Neuroscience, 6, 191-214.
20. Crino, P. B., Morrison, J. H., & Hof, P. R. (1993). Monoaminergic innervation of cingulate cortex. In B. A. Vogt & M. Gabriel (Eds.), Neurobiology of cingulate cortex and limbic thalamus: A comprehensive handbook (pp. 285-310). Boston: Birkhauser.
21. Cummings, J. L. (1993). Frontal-subcortical circuits and human behavior. Archives of Neurology, 50, 873-880.
22. Davis, K. L., Kahn, R. S., Ko, G., & Davidson, M. (1991). Dopamine in schizophrenia: A review and reconceptualization. American Journal of Psychiatry, 148, 1474-1486.
23. Daw, N. D., Kakade, S., & Dayan, P. (2002). Opponent interactions between serotonin and dopamine. Neural Networks, 15, 603-616.
24. Daw, N. D., & Touretzky, D. S. (2002). Long-term reward prediction in TD models of the dopamine system. Neural Computation, 14, 2567-2583.
25. De Bruijn, E. R. A., Hulstijn, W., Verkes, R. J., Ruigt, G. S. F., & Sabbe, B. G. C. (2004). Drug-induced stimulation and suppression of action monitoring. Psychopharmacology, 177, 151-160.
26. Dehaene, S., Posner, M. I., & Tucker, D. M. (1994). Localization of a neural system for error detection and compensation. Psychological Science, 5, 303-305.
27. Desmurget, M., & Grafton, S. (2000). Forward modeling allows feedback control for fast reaching movements. Trends in Cognitive Sciences, 4, 423-431.
28. Devinsky, O. (1983). Neuroanatomy of Gilles de la Tourette's syndrome. Annals of Neurology, 40, 508-514.
29. Devinsky, O., Morrell, M. J., & Vogt, B. A. (1995). Contributions of anterior cingulate cortex to behaviour. Brain, 118, 279-306.
30. Diggles, V. A. (1987). Rapid error corrections: Behavioral evidence for central monitoring of efference. Journal of Human Movement Studies, 13, 433-460.
31. Donchin, E. (1984). Dissociation between electrophysiology and behavior - A disaster or a challenge? In E. Donchin (Ed.), Cognitive psychophysiology (pp. 107-118). Hillsdale, NJ: Erlbaum.
32. Donchin, E., & Coles, M. G. H. (1988). Is the P300 component a manifestation of context updating? Behavioral and Brain Sciences, 11, 355-372.
33. Donchin, E., Gratton, G., Dupree, D., & Coles, M. (1988). After a rash action: Latency and amplitude of the P300 following fast guesses. In G. C. Galbraith, M. L. Kietzman, & E. Donchin (Eds.), Neurophysiology and psychophysiology: Experimental and clinical applications (pp. 173-188). Hillsdale, NJ: Erlbaum.
34. Doya, K. (1999). What are the computations of the cerebellum, the basal ganglia, and the cerebral cortex? Neural Networks, 12, 961-974.
35. Doya, K. (2000). Reinforcement learning in continuous time and space. Neural Computation, 12, 219-245.
36. Doya, K. (2002). Metalearning and neuromodulation. Neural Networks, 15, 495-506.
37. Dreher, J.-C., & Burnod, Y. (2002). An integrative theory of the phasic and tonic modes of dopamine modulation in the prefrontal cortex. Neural Networks, 15, 583-602.
38. Dreher, J.-C., Guigon, E., & Burnod, Y. (2002). A model of prefrontal cortex dopaminergic modulation during the delayed alternation task. Journal of Cognitive Neuroscience, 14, 853-865.
39. Dum, R. P., & Strick, P. L. (1993). Cingulate motor areas. In B. A. Vogt & M. Gabriel (Eds.), Neurobiology of cingulate cortex and limbic thalamus: A comprehensive handbook (pp. 415-441). Boston: Birkhauser.
40. Duncan-Johnson, C. C., & Donchin, E. (1982). The P300 component of the event-related brain potential as an index of information processing. Biological Psychology, 24, 1-52.
41. Egelman, D. M., Person, C., & Montague, P. R. (1998). A computational role for dopamine delivery in human decision-making. Journal of Cognitive Neuroscience, 10, 623-630.
42. Elliott, R., & Dolan, R. J. (1998). Activation of different anterior cingulate foci in association with hypothesis testing and response selection. Neuroimage, 8, 17-29.
43. Eriksen, B. A., & Eriksen, C. W. (1974). Effects of noise letters upon the identification of a target letter in a nonsearch task. Perception & Psychophysics, 16, 143-149.
44. Eriksen, C. W., Coles, M. G. H., Morris, L. R., & O'Hara, W. P. (1985). An electromyographic examination of response competition. Bulletin of the Psychonomic Society, 23, 165-168.
45. Eriksen, C. W., & Schultz, D. W. (1979). Information processing in visual search: A continuous flow conception and experimental results. Perception & Psychophysics, 25, 249-263.
46. Falkenstein, M., Hielscher, H., Dziobek, I., Schwarzenau, P., Hoormann, J., Sundermann, B., & Hohnsbein, J. (2001). Action monitoring, error detection, and the basal ganglia: An ERP study. NeuroReport, 12, 157-161.
47. Falkenstein, M., Hohnsbein, J., Hoormann, J., & Blanke, L. (1990). Effects of errors in choice reaction tasks on the ERP under focused and divided attention. In C. Brunia, A. Gaillard, & A. Kok (Eds.), Psychophyslological brain research (pp. 192-195). Tilburg, the Netherlands: Tilburg University Press.
48. Falkenstein, M., Hoormann, J., Christ, S., & Hohnsbein, J. (2000). ERP components on reaction errors and their functional significance: A tutorial. Biological Psychology, 51, 87-107.
49. Harwell, L. A., Martinerie, J. M., Bashore, T. R., Rapp, P. E., & Goddard, P. H. (1993). Optimal digital filters for long-latency components of the event-related brain potential. Psychophysiology, 30, 306-315.
50. Perron, A., Thierry, A. M., Le Douarin, C., & Glowinski, J. (1984). Inhibitory influence of the mesocortical dopaminergic system on spontaneous activity or excitatory response induced from the thalamic mediodorsal nucleus in the rat medial prefrontal cortex. Brain Research, 302, 257-265.
51. Fournier, L. R., Scheffers, M. K., Coles, M. G. H., & Adamson, A. (1997). The dimensionality of the flanker compatibility effect: A psychophysiological analysis. Psychological Research, 60, 144-155.
52. Gabriel, M. (1993). Discriminative avoidance learning: A model system. In B. A. Vogt & M. Gabriel (Eds.), Neurobiology of cingulate cortex and limbic thalamus: A comprehensive handbook (pp. 478-523). Boston: Birkhauser.
53. Gao, W.-J., Krimer, L. S., & Goldman-Rakic, P. S. (2001). Presynaptic regulation of recurrent excitation by Dl receptors in prefrontal circuits. Proceedings of the National Academy of Sciences, USA, 98, 295-300.
54. Gehring, W. J., Goss, B., Coles, M. G. H., Meyer, D. E., & Donchin, E. (1993). A neural system for error detection and compensation. Psychological Science, 4, 385-390.
55. Gehring, W. J., & Willoughby, A. R. (2002, March 22). The medial frontal cortex and the rapid processing of monetary gains and losses. Science, 295, 2279-2282.
56. Gemba, H., Sasaki, K., & Brooks, V. B. (1986). Error potentials in limbic cortex (anterior cingulate area 24) of monkeys during motor learning. Neuroscience Letters, 70, 223-227.
57. Gobbel, J. R. (1995). A biophysically-based model of the neostriatum as a dynamically reconfigurable network. In M. Boden & L.-E. Niklasson (Eds.), Current trends in connectionism: Proceedings of the second Swedish conference on connectionism, Skovde, Sweden. Hillsdale, NJ: Erlbaum.
58. Gratton, G., Coles, M. G. H., & Donchin, E. (1983). A new method for off-line removal of ocular artifact. Electroencephalography and Clinical Neurophysiology, 55, 468-484.
59. Gratton, G., Coles, M. G. H., Sirevaag, E. J., Eriksen, C. W., & Donchin, E. (1988). Pre- and poststimulus activation of response channels: A psychophysiological analysis. Journal of Experimental Psychology: Human Perception and Performance, 14, 331-344.
60. Grossberg, S. (1978). A theory of visual coding, memory, and development. In E. L. J. Leeuwenberg & H. F. J. M. Buffart (Eds.), Formal theories of visual perception (pp. 7-26). New York: Wiley.
61. Gurden, H., Takita, M., & Jay, T. M. (2000, November 15). Essential role of Dl but not D2 receptors in the NMDA receptor-dependent long-term potentiation at hippocampal-prefrontal cortex synapses in vivo. Journal of Neurosciences, 20, RC106.
62. Hajcak, G., Vidal, F., & Simons, R. F. (2004). Difficulties with easy tasks: ERN/Ne and stimulus overlap. In N. M. Ullsperger & M. Falkenstein (Eds.), Errors, conflicts, and the brain: Current opinions on performance monitoring (pp. 204-211). Leipzig, Germany: MPI of Cognitive Neuroscience.
63. Harrison, P. J. (2000, September 16). Dopamine and schizophrenia - proof at last? Lancet, 356, 958-959.
64. Higgins, J. R., & Angel, R. W. (1970). Correction of tracking errors without sensory feedback. Journal of Experimental Psychology, 84, 412-416.
65. Holroyd, C. B. (2004). A note on the N200 and the feedback ERN. In M. Ullsperger & M. Falkenstein (Eds.), Errors, conflicts, and the brain: Current opinions on performance monitoring (pp. 211-218). Leipzig, Germany: MPI of Cognitive Neuroscience.
66. Holroyd, C. B., & Coles, M. G. H. (2002). The neural basis of human error processing: Reinforcement learning, dopamine, and the error-related negativity. Psychological Review, 109, 679-709.
67. Holroyd, C. B., Coles, M. G. H., & Nieuwenhuis, S. (2002, May 31). Medial prefrontal cortex and error potentials. Science, 296, 1610-1611.
68. Holroyd, C. B., Dien, J., & Coles, M. G. H. (1998). Error-related scalp potentials elicited by hand and foot movements: Evidence for an output-independent error-processing system in humans. Neuroscience Letters, 242, 65-68.
69. Holroyd, C. B., Larsen, J. T., & Cohen, J. D. (2004). Context dependence of the event-related brain potential associated with reward and punishment. Psychophysiology, 41, 245-253.
70. Holroyd, C. B., Nieuwenhuis, S., Mars, R., & Coles, M. G. H. (2004). Anterior cingulate cortex, selection for action, and error processing. In M. Posner (Ed.), Cognitive neuroscience of attention (pp. 219-231). New York: Guilford Press.
71. Holroyd, C. B., Nieuwenhuis, S., Yeung, N., & Cohen, J. D. (2003). Reward prediction errors are reflected in the event-related brain potential. NeuroReport, 18, 2481-2484.
72. Holroyd, C. B., Nieuwenhuis, S., Yeung, N., Nystrom, L., Mars, R., Coles, M. G. H., & Cohen, J. D. (2004). Dorsal anterior cingulate cortex shows fMRI response to internal and external error signals. Nature Neuroscience, 7, 497-498.
73. Holroyd, C. B., Praamstra, P., Plat, E., & Coles, M. G. H. (2002). Spared error-related potentials in mild to moderate Parkinson's disease. Neuropsychologia, 40, 2116-2124.
74. Holroyd, C. B., & Yeung, N. (2003). Alcohol and error processing. Trends in Neurosciences, 26, 402-404.
75. Holroyd, C. B., Yeung, N., Coles, M. G. H., & Cohen, J. D. (2005). Internalizing representations of correct behavior from feedback. Manuscript in preparation.
76. Hornik, K. (1991). Approximation capabilities of multilayer feedforward networks. Neural Networks, 4, 251-257.
77. Houk, J. C. (1995). Information processing in modular circuits linking basal ganglia and cerebral cortex. In J. Houk, J. Davis, & D. Beiser (Eds.), Models of information processing in the basal ganglia (pp. 3-9). Cambridge, MA: MIT Press.
78. Houk, J. C., Adams, J. L., & Barto, A. G. (1995). A model of how the basal ganglia generate and use neural signals that predict reinforcement. In J. Houk, J. Davis, & D. Beiser (Eds.), Models of information processing in the basal ganglia (pp. 249-270). Cambridge, MA: MIT Press.
79. Ito, S., Stuphorn, V., Brown, J. W., & Schall, J. D. (2003, October 3). Performance monitoring by anterior cingulate cortex during saccade countermanding. Science, 302, 120-122.
80. Jasper, H. H. (1958). The ten twenty electrode system of the international federation. Electroencephalography and Clinical Neurophysiology, 10, 371-375.
81. Johannes, S., Wieringa, B. M., Nager, W., Müller-Vahl, K. R., Dengler, R., & Münte, T. F. (2002). Excessive action monitoring in Tourelle syndrome. Journal of Neurology, 249, 961-966.
82. Johnson, R., Jr. (1988). The amplitude of the P300 component of the event-related potential: Review and synthesis. Advances in Psychology, 3, 69-137.
83. Kaelbling, L. P., Littman, M. L., & Moore, A. W. (1996). Reinforcement learning: A survey. Journal of Artificial Intelligence Research, 4, 237-285.
84. Kawato, M. (1999). Internal models for motor control and trajectory planning. Current Opinion in Neurobiology, 9, 718-727.
85. Kermadi, I., & Joseph, J. P. (1995). Activity in the caudate nucleus of monkey during spatial sequencing. Journal of Neurophysiology, 74, 911-933.
86. Keselman, H. J., & Rogan, J. C. (1980). Repeated measures F tests and psychophysiological research: Controlling the number of false positives. Psychophysiology, 17, 499-503.
87. Kimura, M., & Matsumoto, N. (1997). Nigrostriatal dopamine system may contribute to behavioral learning through providing reinforcement signals to the striatum. European Neurology, 38(Suppl. 1), 11-17.
88. Kopp, B., & Rist, F. (1999). An event-related brain potential substrate of disturbed response monitoring in paranoid schizophrenic patients. Journal of Abnormal Psychology, 108, 337-346.
89. Kutas, M., McCarthy, G., & Donchin, E. (1977, August 19). Augmenting mental chronometry: The P300 as a measure of stimulus evaluation time. Science, 197, 792-795.
90. Laming, D. R. J. (1979). Choice reaction performance following an error. Acta Psychologica, 43, 199-224.
91. Leuthold, H., & Sommer, W. (1998). Postperceptual effects and P300 latency. Psychophysiology, 35, 34-46.
92. Levine, T. R., & Hullett, C. R. (2002). Eta squared, partial eta squared, and misreporting of effect size in communication research. Human Communication Research, 28, 612-625.
93. Lewis, B. L., & O'Donnell, P. (2000). Ventral tegmental area afferents to the prefrontal cortex maintain membrane potential up states in pyramidal neurons via Dl dopamine receptors. Cerebral Cortex, 10, 1168-1175.
94. Lippold, O. C. J. (1967). Electromyography. In P. H. Venables & I. Martin (Eds.), A manual of psychophysiological methods (pp. 245-297). Amsterdam: North-Holland.
95. Logan, G. D., & Gordon, R. D. (2001). Executive control of visual attention in dual-task situations. Psychological Review, 108, 393-434.
96. Luria, A. R. (1973). The working brain. New York: Basic Books.
97. Mars, R. B., de Bruijn, E. R. A., Hulstijn, W., Miltner, W. H. R., & Coles, M. G. H. (2004). What if I told you: "You were wrong"? Brain potentials and behavioral adjustments elicited by feedback in a time-estimation task. In M. Ullsperger & M. Falkenstein (Eds.), Errors, conflicts, and the brain: Current opinions on performance monitoring (pp. 129-134). Leipzig, Germany: MPI of Cognitive Neuroscience.
98. Masaki, H., Takasawa, N., & Yamazaki, K. (2000). An electrophysiological study of the locus of the interference effect in a stimulus-response compatibility paradigm. Psychophysiology, 37, 464-472.
99. Massaro, D. W. (1988). Some criticisms of connectionist models of human performance. Journal of Learning and Memory, 27, 213-234.
100. Masson, M. E. J., & Loftus, G. R. (2003). Using confidence intervals for graphically based data interpretation. Canadian Journal of Experimental Psychology, 57, 203-220.
101. Mathalon, D. H., Fedor, M., Faustman, W. O., Gray, M., Askari, N., & Ford, J. M. (2002). Response-monitoring dysfunction in schizophrenia: An event-related brain potential study. Journal of Abnormal Psychology, 111, 22-41.
102. McCarthy, G. (1984). Stimulus evaluation time and P300 latency. In E. Donchin (Ed.), Cognitive psychophysiology: Event-related potentials and the study of cognition (Vol. 1, pp. 254-287). Hillsdale, NJ: Erlbaum.
103. McCarthy, G., & Donchin, E. (1981, January 2). A metric for thought: A comparison of P300 latency and reaction time. Science, 211, 77-80.
104. McClelland, J. L. (1992). Toward a theory of information processing in graded, random, and interactive networks. In D. E. Meyer & S. Kornblum (Eds.), Attention and performance XIV: Synergies in experimental psychology, artificial intelligence and cognitive neuroscience - A Silver Jubilee volume (pp. 655-688). Cambridge, MA: MIT Press.
105. McClelland, J. L., & Rumelhart, D. E. (1988). Interactive activation and competition. In J. L. McClelland & D. E. Rumelhart (Eds.), Explorations in parallel distributed processing: A handbook of models, programs, and exercises (pp. 11-47). Cambridge, MA: MIT Press.
106. McClure, S. M., Daw, N. D., & Montague, P. R. (2003). A computational substrate for incentive salience. Trends in Neurosciences, 26, 423-428.
107. Miller, E. K., & Cohen, J. D. (2001). An integrative theory of prefrontal cortex function. Annual Review of Neuroscience, 24, 167-202.
108. Miller, J. (1988). Discrete and continuous models of human information processing: Theoretical distinctions and empirical results. Acta Psychologica, 67, 191-257.
109. Miltner, W. H. R., Braun, C. H., & Coles, M. G. H. (1997). Event-related brain potentials following incorrect feedback in a time-estimation task: Evidence for a "generic" neural system for error detection. Journal of Cognitive Neuroscience, 9, 788-798.
110. Montague, P. R., Dayan, P., & Sejnowski, T. J. (1996). A framework for mesencephalic dopamine systems based on predictive Hebbian learning. Journal of Neuroscience, 16, 1936-1947.
111. Nakahara, H., Doya, K., & Hikosaka, O. (2001). Parallel cortical-basal ganglia mechanisms for acquisition and execution of visuomotor sequences - A computational approach. Journal of Cognitive Neuroscience, 13, 626-647.
112. Nieuwenhuis, S., Holroyd, C. B., Mol, N., & Coles, M. G. H. (2004). Reinforcement-related brain potentials from medial frontal cortex: Origins and functional significance. Neuroscience & Biobehavioral Reviews, 28, 441-448.
113. Nieuwenhuis, S., Ridderinkhof, K. R., Talsma, D., Coles, M. G. H., Holroyd, C. B., Kok, A., & Van der Molen, M. W. (2002). A computational account of altered error processing in older age: Dopamine and the error-related negativity. Cognitive, Affective, and Behavioral Neuroscience, 2, 19-36.
114. Nieuwenhuis, S., Yeung, N., Holroyd, C. B., Schurger, A., & Cohen, J. D. (2004). Sensitivity of electrophysiological activity from medial frontal cortex to utilitarian and performance feedback. Cerebral Cortex, 14, 741-747.
115. Nieuwenhuis, S., Yeung, N., van den Wildenberg, W., & Ridderinkhof, K. R. (2003). Electrophysiological correlates of anterior cingulate function in a go/nogo task: Effects of response conflict and trial-type frequency. Cognitive, Affective, and Behavioral Neuroscience, 3, 17-26.
116. Niki, H., & Watanabe, M. (1979). Prefrontal and cingulate unit activity during timing behavior in the monkey. Brain Research, 171, 213-224.
117. Ohlsson, S. (1996). Learning from performance errors. Psychological Review, 103, 241-262.
118. O'Reilly, R. C., & Farah, M. J. (1999). Simulation and explanation in neuropsychology and beyond. Cognitive Neuropsychology, 16, 49-72.
119. O'Reilly, R. C., & Munakata, Y. (2000). Computational explorations in cognitive neuroscience. Cambridge, MA: MIT Press.
120. Paus, T. (2001). Primate anterior cingulate cortex: Where motor control, drive, and cognition interface. Nature Reviews Neuroscience, 2, 417-424.
121. Picard, N., & Strick, P. L. (1996). Motor areas of the medial wall: A review of their location and functional activation. Cerebral Cortex, 6, 342-353.
122. Picton, T. W., Bentin, S., Berg, P., Donchin, E., Hillyard, S. A., Johnson, R., Jr., et al. (2000). Guidelines for using human event-related potentials to study cognition: Recording standards and publication criteria. Psychophysiology, 37, 127-152.
123. Porrino, L. J. (1993). Cortical mechanisms of reinforcement. In B. A. Vogt & M. Gabriel (Eds.), Neurobiology of cingulate cortex and limbic thalamus: A comprehensive handbook (pp. 445-460). Boston: Birkhauser.
124. Posner, M. I., & DiGirolamo, G. J. (1998). Executive attention: Conflict, target detection, and cognitive control. In R. Parasuraman (Ed.), The attentive brain (pp. 401-423), Cambridge, MA: MIT Press.
125. Procyk, E., Tanaka, Y. L., & Joseph, J. P. (2000). Anterior cingulate activity during routine and non-routine sequential behaviors in macaques. Nature Neuroscience, 3, 502-508.
126. Rabbitt, P. M. A. (1966a, October 22). Error correction time without external error signals. Nature, 212, 438.
127. Rabbitt, P. M. A. (1966b). Errors and error corrections in choice-response tasks. Journal of Experimental Psychology, 71, 264-272.
128. Ratcliff, R. (1979). Group reaction time distributions and an analysis of distribution statistics. Psychological Bulletin, 86, 446-461.
129. Rescorla, R. A., & Wagner, A. R. (1972). A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement. In A. H. Black & W. F. Prokasy (Eds.), Classical conditioning II: Current research and theory (pp. 64-99). New York: Appleton-Century-Crofts.
130. Reynolds, J. N. J., Hyland, B. I., & Wickens, J. R. (2001, September 6). A cellular mechanism of reward-related learning. Nature, 413, 67-70.
131. Reynolds, J. N. J., & Wickens, J. R. (2002). Dopamine-dependent plasticity of corticostriatal synapses. Neural Networks, 15, 507-521.
132. Richardson, N. R., & Gratton, A. (1998). Changes in medial prefrontal cortical dopamine levels associated with response-contingent food reward: An electrochemical study in rat. Journal of Neuroscience, 18, 9130-9138.
133. Ridderinkhof, K. R., de Vlugt, Y., Bramlage, A., Spaan, M., Elton, M., Snel, J., & Band, G. P. H. (2002, December 13). Alcohol consumption impairs detection of performance errors in mediofrontal cortex. Science, 298, 2209-2211.
134. Rougier, N. P., & O'Reilly, R. C. (2002). Learning representations in a gated prefrontal cortex model of dynamic task switching. Cognitive Science, 26, 503-520.
135. Rumelhart, D. E., & McClelland, J. L. (1986). Parallel distributed processing: Explorations in the microstructure of cognition (Vol. 1). Cambridge, MA: MIT Press.
136. Schall, J. D. (2002). The neural selection and control of saccades by the frontal eye field. Philosophical Transactions of the Royal Society of London B, Biological Sciences, 357, 1073-1082.
137. Schall, J. D. (2003). Neural correlates of decision processes: Neural and mental chronometry. Current Opinion in Neurobiology, 13, 182-186.
138. Schall, J. D., Stuphorn, V., & Brown, J. (2002). Monitoring and control of action by the frontal lobes. Neuron, 36, 309-322.
139. Schall, J. D., & Thompson, K. G. (1999). Neural selection and control of visually guided eye movements. Annual Review of Neuroscience, 22, 241-259.
140. Scheffers, M. K., & Coles, M. G. H. (2000). Performance monitoring in a confusing world: Error-related brain activity, judgments of response accuracy, and types of errors. Journal of Experimental Psychology: Human Perception and Performance, 26, 141-151.
141. Schultz, W. (1995). The primate basal ganglia between the intention and outcome of action. In M. Kimura & A. M. Graybiel (Eds.), Functions of the cortical-basal ganglia loop (pp. 31-48). Tokyo: Springer-Verlag.
142. Schultz, W. (2002). Getting formal with dopamine and reward. Neuron, 36, 241-263.
143. Schultz, W., Apicella, P., Romo, R., & Scarnati, E. (1995). Context-dependent activity in primate striatum reflecting past and future behavioral events. In J. Houk, J. Davis, & D. Beiser (Eds.), Models of information processing in the basal ganglia (pp. 11-27). Cambridge, MA: MIT Press.
144. Schultz, W., Dayan, P., & Montague, P. R. (1997, March 14). A neural substrate of prediction and reward. Science, 275, 1593-1599.
145. Seidenberg, M. S. (1993). Connectionist models and cognitive theory. Psychological Science, 4, 228-235.
146. Servan-Schreiber, D. (1990). From physiology to behavior: Computational models of catecholamine modulation of information processing. Unpublished doctoral dissertation, Carnegie Mellon University.
147. Servan-Schreiber, D., Bruno, R. M., Carter, C. S., & Cohen, J. D. (1998). Dopamine and the mechanisms of cognition: Part I. A neural network model predicting dopamine effects on selective attention. Biological Psychiatry, 43, 713-722.
148. Shidara, M., & Richmond, B. J. (2002, May 31). Anterior cingulate: Single neuronal signals related to degree of reward expectancy. Science, 296, 1709-1711.
149. Shima, K., & Tanji, J. (1998, November 13). Role for cingulate motor area cells in voluntary movement selection based on reward. Science, 282, 1335-1338.
150. Singer, H. S., Butler, I. J., Tune, L. E., Seifert, W. E., & Coyle, J. T. (1982). Dopaminergic dysfunction in Tourette syndrome. Annals of Neurology, 12, 361-366.
151. Spencer, K. M., & Coles, M. G. H. (1999). The lateralized readiness potential: Relationships between human data and response activation in a connectionist model. Psychophysiology, 36, 364-370.
152. Spencer, K. M., Vila Abad, E., & Donchin, E. (2000). On the search for the neurophysiological manifestation of recollective experience. Psychophysiology, 37, 494-506.
153. Sporns, O., & Alexander, W. H. (2002). Neuromodulation and plasticity in an autonomous robot. Neural Networks, 15, 761-774.
154. Stuphorn, V., Taylor, T. L., & Schall, J. D. (2000, December 14). Performance monitoring by the supplementary eye field. Nature, 408, 857-860.
155. Stuss, D. T., & Knight, R. T. (2002). Principles of frontal lobe function. Oxford, England: Oxford University Press.
156. Suri, R. E. (2002). TD models of reward predictive responses in dopamine neurons. Neural Networks, 15, 523-533.
157. Suri, R. E., & Schultz, W. (2001). Temporal difference model reproduces anticipatory neural activity. Neural Computation, 13, 841-862.
158. Sutton, R. S. (1988). Learning to predict by the method of temporal differences. Machine Learning, 3, 9-44.
159. Sutton, R. S., & Barto, A. G. (1990). Time-derivative models of Pavlovian reinforcement. In M. Gabriel & J. Moore (Eds.), Learning and computational neuroscience: Foundations of adaptive networks (pp. 497-537). Cambridge, MA: MIT Press.
160. Sutton, R. S., & Barto, A. G. (1998). Reinforcement learning: An introduction. Cambridge, MA: MIT Press.
161. Thorpe, S., Fize, D., & Marlot, C. (1996, June 6). Speed of processing in the human visual system. Nature, 381, 520-522.
162. Tzschentke, T. M. (2000). The medial prefrontal cortex as part of the brain reward system. Amino Acids, 19, 211-219.
163. Ullsperger, M., & Von Cramon, D. Y. (2003). Error processing using external feedback: Specific roles of the habenular complex, the reward system, and the cingulate motor area revealed by fMRI. Journal of Neuroscience, 23, 4308-4314.
164. Usher, M., Cohen, J. D., Servan-Schreiber, D., Rajkowski, J., & Aston-Jones, G. (1999, January 22). The roles of locus coeruleus in the regulation of cognitive performance. Science, 283, 549-554.
165. Verleger, R. (1997). On the utility of P3 latency as an index of mental chronometry. Psychophysiology, 34, 131-156.
166. Vickers, D. (1978). An adaptive module for simple judgment. In J. Requin (Ed.), Attention and performance (Vol. 7, pp. 599-618). Hillsdale, NJ: Erlbaum.
167. Vogt, B. A., Vogt, L. J., Nimchinsky, E. A., & Hof, P. R. (1997). Primate cingulate cortex chemoarchitecture and its disruption in Alzheimer's disease. In F. E. Bloom, A. Bjorklund, & T. Hokfelt (Eds.), Handbook of chemical neuroanatomy: Vol. 13. The primate nervous system, Part I (pp. 455-528). Amsterdam: Elsevier.
168. Waelti, P., Dickinson, A., & Schultz, W. (2001, July 5). Dopamine responses comply with basic assumptions of formal learning theory. Nature, 412, 43-48.
169. Wilson, C. J. (1995). The contribution of cortical neurons to the firing pattern of striatal spiny neurons. In J. Houk, J. Davis, & D. Beiser (Eds.), Models of information processing in the basal ganglia (pp. 29-50). Cambridge, MA: MIT Press.
170. Winer, B. J., Brown, D. R., & Michels, K. M. (1991). Statistical principles in experimental design. New York: McGraw-Hill.
171. Wise, S. P., Murray, E. A., & Gerfen, C. R. (1996). The frontal cortex-basal ganglia system in primates. Critical Reviews in Neurobiology, 10, 317-356.
172. Wolpert, D. M., & Ghahramani, Z. (2000). Computational principles of movement neuroscience. Nature Neuroscience, 3, 1212-1217.
173. Yang, C. R., & Seamans, J. K. (1996). Dopamine Dl receptor actions in layers V-V1 rat prefrontal cortex neurons in vitro: Modulation of dendritic-somatic signal integration. Journal of Neuroscience, 16, 1922-1935.
174. Yeung, N., Botvinick, M., & Cohen, J. D. (2004). The neural basis of error detection: Conflict monitoring and the error-related negativity. Psychological Review, 111, 931-959.
175. Yeung, N., & Sanfey, A. (2004). Independent coding of reward magnitude and valence in the human brain. Journal of Neuroscience, 24, 6258-6264.
176. Zhang, H., Zhang, J., & Komblum, S. (1999). A parallel distributed processing model of stimulus-stimulus and stimulus-response compatibility. Cognitive Psychology, 38, 386-432.