Using a symbolic process model as input for model-based fMRI analysis: Locating the neural correlates of problem state replacements

NeuroImage

Volumn 58, Issue 1, 2011, Pages 137-147

  Borst, Jelmer P ^a   Taatgen, Niels A ^a   Van Rijn, Hedderik ^a  

^a UNIVERSITY OF GRONINGEN   (Netherlands)

Author keywords

Cognitive model; Model based fMRI; Problem state

Indexed keywords

ADULT; ARTICLE; BEHAVIOR; BRAIN FUNCTION; BRAIN REGION; COGNITION; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; IMAGE ANALYSIS; INFERIOR FRONTAL GYRUS; LONG TERM POTENTIATION; MALE; MATHEMATICAL MODEL; MEMORY CONSOLIDATION; NORMAL HUMAN; PARIETAL LOBE; PRIORITY JOURNAL; SYMBOLISM;

ADOLESCENT; ADULT; BEHAVIOR; CEREBROVASCULAR CIRCULATION; COGNITION; FEMALE; HEMODYNAMICS; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MODELS, NEUROLOGICAL; OXYGEN; PROBLEM SOLVING; PSYCHOMOTOR PERFORMANCE; REACTION TIME; YOUNG ADULT;

EID: 79960643500     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2011.05.084     Document Type: Article

References (40)

1. Anderson J.R. Human symbol manipulation within an integrated cognitive architecture. Cogn. Sci. 2005, 29:313-341.
2. Anderson J.R. How Can the Human Mind Occur in the Physical Universe? 2007, Oxford University Press, New York.
3. Anderson J.R., Albert M.V., Fincham J.M. Tracing problem solving in real time: fMRI analysis of the subject-paced Tower of Hanoi. J. Cogn. Neurosci. 2005, 17(8):1261-1274.
4. Anderson J.R., Fincham J.M., Qin Y., Stocco A. A central circuit of the mind. Trends Cogn. Sci. 2008, 12(4):136-143.
5. Anderson J.R., Qin Y., Sohn M.H., Stenger V.A., Carter C.S. An information-processing model of the BOLD response in symbol manipulation tasks. PB&R 2003, 10:241-261.
6. Anderson J.R., Schooler L. Reflections of the environment in memory. Psychol. Sci. 1991, 2(6).
7. Baayen R.H., Davidson D.J., Bates D.M. Mixed-effects modeling with crossed random effects for subjects and items. J. Mem. Lang. 2008, 59(4):390-412.
8. Borst J.P., Taatgen N.A. The costs of multitasking in threaded cognition. Proceedings of the Eighth International Conference on Cognitive Modelling 2007, 133-138.
9. Borst J.P., Taatgen N.A., Stocco A., Van Rijn H. The neural correlates of problem states: testing fMRI predictions of a computational model of multitasking. PLoS One 2010, 5(9):e12966.
10. Borst J.P., Taatgen N.A., Van Rijn H. The problem state: a cognitive bottleneck in multitasking. J. Exp. Psychol. Learn. Mem. Cogn. 2010, 36(2):363-382.
11. Büchel C., Wise R.J., Mummery C.J., Poline J.B., Friston K.J. Nonlinear regression in parametric activation studies. Neuroimage 1996, 4(1):60-66.
12. Cabeza R., Dolcos F., Graham R., Nyberg L. Similarities and differences in the neural correlates of episodic memory retrieval and working memory. Neuroimage 2002, 16(2):317-330.
13. Cabeza R., Nyberg L. Imaging cognition II: an empirical review of 275 PET and fMRI studies. J. Cogn. Neurosci. 2000, 12(1):1-47.
14. Cohen M.S. Parametric analysis of fMRI data using linear systems methods. Neuroimage 1997, 6(2):93-103.
15. Collette F., Hogge M., Salmon E., Van der Linden M. Exploration of the neural substrates of executive functioning by functional neuroimaging. Neuroscience 2006, 139(1):209-221.
16. Collette F., Van der Linden M. Brain imaging of the central executive component of working memory. Neurosci. Biobehav. Rev. 2002, 26(2):105-125.
17. Cooper R. The role of falsification in the development of cognitive architectures: insights from a Lakatosian analysis. Cogn. Sci. 2007, 31:509-533.
18. Daw N.D., O'Doherty J.P., Dayan P., Seymour B., Dolan R.J. Cortical substrates for exploratory decisions in humans. Nature 2006, 441(7095):876-879.
19. Fletcher P.C., Henson R.N. Frontal lobes and human memory: insights from functional neuroimaging. Brain 2001, 124(5):849-881.
20. Statistical Parametric Mapping. The Analysis of Functional Brain Images 2007, Academic Press. K.J. Friston, J.T. Ashburner, S.J. Kiebel, T.E. Nichols, W.D. Penny (Eds.).
21. Garavan H. Serial attention within working memory. Mem. Cognit. 1998, 26(2):263-276.
22. Gläscher J.P., O'Doherty J.P. Model-based approaches to neuroimaging: combining reinforcement learning theory with fMRI data. WIREs Cogn. Sci. 2010, 1(4):501-510.
23. Hampton A.N., Bossaerts P., O'Doherty J.P. The role of the ventromedial prefrontal cortex in abstract state-based inference during decision making in humans. J. Neurosci. 2006, 26(32):8360-8367.
24. Haruno M., Kawato M. Heterarchical reinforcement-learning model for integration of multiple cortico-striatal loops: fMRI examination in stimulus-action-reward association learning. Neural Netw. 2006, 19(8):1242-1254.
25. Kim H., Shimojo S., O'Doherty J.P. Is avoiding an aversive outcome rewarding? Neural substrates of avoidance learning in the human brain. PLoS Biol. 2006, 4(8):e233.
26. LaBar K.S., Gitelman D.R., Parrish T.B., Mesulam M. Neuroanatomic overlap of working memory and spatial attention networks: a functional MRI comparison within subjects. Neuroimage 1999, 10(6):695-704.
27. Logothetis N. What we can do and what we cannot do with fMRI. Nature 2008, 453(7197):869-878.
28. McElree B. Working memory and focal attention. J. Exp. Psychol. Learn. Mem. Cogn. 2001, 27(3):817-835.
29. Newell A. Unified Theories of Cognition 1990, Harvard University Press, Cambridge, MA.
30. O'Doherty J.P., Hampton A., Kim H. Model-based fMRI and its application to reward learning and decision making. Ann. N. Y. Acad. Sci. 2007, 1104:35-53.
31. Pitt M., Myung I. When a good fit can be bad. Trends Cogn. Sci. 2002, 6(10):421-425.
32. Salvucci D.D., Taatgen N.A. Threaded cognition: an integrated theory of concurrent multitasking. Psychol. Rev. 2008, 115(1):101-130.
33. Salvucci D.D., Taatgen N.A. The Multitasking Mind 2011, Oxford University Press, New York.
34. Salvucci D.D., Taatgen N.A., Borst J.P. Toward a unified theory of the multitasking continuum: from concurrent performance to task switching, interruption, and resumption. Human Factors in Computing Systems: CHI 2009 Conference Proceedings 2009, 1819-1828. ACM Press, New York.
35. Smith E.E., Jonides J., Marshuetz C., Koeppe R.A. Components of verbal working memory: evidence from neuroimaging. P. Natl. Acad. Sci. U. S. A. 1998, 95(3):876-882.
36. Sohn M.H., Goode A., Stenger V.A., Jung K.J., Carter C.S., Anderson J.R. An information-processing model of three cortical regions: evidence in episodic memory retrieval. Neuroimage 2005, 25(1):21-33.
37. Stocco A., Anderson J.R. Endogenous control and task representation: an fMRI study in algebraic problem-solving. J. Cogn. Neurosci. 2008, 20(7):1300-1314.
38. Wager T.D., Smith E.E. Neuroimaging studies of working memory: a meta-analysis. Cogn. Affect. Behav. Neurosci. 2003, 3(4):255-274.
39. Wagner A.D., Maril A., Bjork R.A., Schacter D.L. Prefrontal contributions to executive control: fMRI evidence for functional distinctions within lateral prefrontal cortex. Neuroimage 2001, 14(6):1337-1347.
40. Wunderlich K., Rangel A., O'doherty J.P. Neural computations underlying action-based decision making in the human brain. P. Natl. Acad. Sci. U. S. A. 2009, 106(40):17199-17204.