TRoPICALS: A Computational Embodied Neuroscience Model of Compatibility Effects

Psychological Review

Volumn 117, Issue 4, 2010, Pages 1188-1228

  Caligiore, Daniele ^a   Borghi, Anna M ^b   Parisi, Domenico ^c   Baldassarre, Gianluca ^c  

^a INSTITUTE OF COGNITIVE SCIENCES AND TECHNOLOGIES   (Italy)

^b UNIVERSITY OF BOLOGNA   (Italy)

^c UNIVERSITY CAMPUS BIO MEDICO   (Italy)

Author keywords

Dorsal and ventral cortical pathways and prefrontal cortex; Dynamic field neural networks; Embodied cognition and affordances; Human and nonhuman primate cortex; Language and simulation theory

Indexed keywords

ANIMAL; ARTICLE; BIOLOGICAL MODEL; BRAIN; HUMAN; LANGUAGE; LEARNING; MOVEMENT (PHYSIOLOGY); NERVE TRACT; PARIETAL LOBE; PHYSIOLOGY; PREFRONTAL CORTEX; PSYCHOMOTOR PERFORMANCE; REACTION TIME; SOMATOSENSORY CORTEX; VISION; VISUAL CORTEX;

ANIMALS; BRAIN; HUMANS; LANGUAGE; LEARNING; MODELS, NEUROLOGICAL; MOVEMENT; NEURAL PATHWAYS; PARIETAL LOBE; PREFRONTAL CORTEX; PSYCHOMOTOR PERFORMANCE; REACTION TIME; SOMATOSENSORY CORTEX; VISUAL CORTEX; VISUAL PERCEPTION;

EID: 78249275203     PISSN: 0033295X     EISSN: None     Source Type: Journal    
DOI: 10.1037/a0020887     Document Type: Article

References (226)

1. Ackley D., Hinton G., Sejnowski T. A learning algorithm for Boltzmann machines. Cognitive Science 1985, 9:147-169.
2. Allport A. Selection for action: Some behavioral and neurophysiological considerations of attention and action. Perspectives on perception and action 1987, 395-419. Erlbaum, Hillsdale, NJ. H. Heuer, A.F. Sanders (Eds.).
3. Amari S.-I. Dynamics of pattern formation in lateral-inhibition type neural fields. Biological Cybernetics 1977, 27:77-87.
4. Andersen R.A., Essick G.K., Siegel R.M. Encoding of spatial location by posterior parietal neurons. Science 1985, October 25, 230:456-458.
5. Andersen R.A., Snyder L.H., Bradley D.C., Xing J. Multimodal representation of space in the posterior parietal cortex and its use in planning movements. Annual Review of Neuroscience 1997, 20:303-330.
6. Ansorge U. Spatial Simon effects and compatibility effects induced by observed gaze direction. Visual Cognition 2003, 10:363-383.
7. Arbib M.A. From visual affordances in monkey parietal cortex to hippocampo-parietal interactions underlying rat navigation. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 1997, 352:1429-1436.
8. Arbib M.A. The handbook of brain theory and neural networks 2002, MIT Press, Cambridge, MA.
9. Arbib M.A. Beyond the mirror 2005, Oxford University Press, Oxford, England.
10. Baldassarre G. A modular neural-network model of the basal ganglia's role in learning and selecting motor behaviours. Journal of Cognitive Systems Research 2002, 3:5-13.
11. Balkenius C. Attention, habituation and conditioning: Toward a computational model. Cognitive Science Quarterly 2000, 1:171-204.
12. Balleine B.W., Dickinson A. Goal-directed instrumental action: Contingency and incentive learning and their cortical substrates. Neuropharmacology 1998, 37:407-419.
13. Barsalou L.W. Abstraction in perceptual symbol systems. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2003, 358:1177-1187.
14. Barsalou L.W., Santos A., Simmons W.K., Wilson C.D. Language and simulation in conceptual processing. Symbols, embodiment, and meaning 2008, 245-284. Oxford University Press, Oxford, England. M. De Vega, A.M. Glenberg, A.C. Graesser (Eds.).
15. Barto A.G. Adaptive critics and the basal ganglia. Models of information processing in the basal ganglia 1995, 215-232. MIT Press, Cambridge, MA. J.C. Houk, J.L. Davis, D.G. Beiser (Eds.).
16. Barto A.G., Mahadevan S. Recent advances in hierarchical reinforcement learning. Discrete Event Dynamic Systems 2003, 13:341-379.
17. Bastian A., Riehle A., Erlhagen W., Schöner G. Prior information preshapes the population representation of movement direction in motor cortex. NeuroReport 1998, 9:315-319.
18. Baumann M.A., Fluet M., Scherberger H. Context-specific grasp movement representation in the macaque anterior intraparietal area. Journal of Neuroscience 2009, 29:6436-6448.
19. Berthier N.E., Rosenstein M.T., Barto A.G. Approximate optimal control as a model for motor learning. Psychological Review 2005, 112:329-346.
20. Bogacz R., Usher M., Zhang J., McClelland J.L. Extending a biologically inspired model of choice: Multialternatives, nonlinearity and value-based multidimensional choice. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2006, 362:1655-1670.
21. Böhme C., Heinke D. Modeling visual affordances: The selective attention for action model (SAAM). Connectionist models of behaviour and cognition II: Proceedings of the 11th Neural Computation and Psychology Workshop 2009, 325-336. World Scientific, Singapore. J. Mayor, N. Ruh, K. Plunkett (Eds.).
22. Borghi A.M., Bonfiglioli C., Lugli L., Ricciardelli P., Rubichi S., Nicoletti R. Are visual stimuli sufficient to evoke motor information? Studies with hand primes. Neuroscience Letters 2007, 411:17-21.
23. Borghi A.M., Cimatti F. Words as tools and the problem of abstract words' meanings. Proceedings of the 31st Annual Conference of the Cognitive Science Society 2009, 2304-2309. Cognitive Science Society, Amsterdam, the Netherlands. N. Taatgen, H. van Rijn (Eds.).
24. Borghi A.M., Cimatti F. Embodied cognition and beyond: Acting and sensing the body. Neuropsychologia 2010, 48:763-773.
25. Borghi A.M., Di Ferdinando A., Parisi D. The role of perception and action in object categorization. Connectionist models of cognition and perception 2002, 40-50. World Scientific, Singapore. J.A. Bullinaria, W. Lowe (Eds.).
26. Borghi, A. M., Di Ferdinando, A., & Parisi, D. (in press). Objects, spatial compatibility, and affordances: A connectionist study. Cognitive Systems Research.
27. Borghi A.M., Glenberg A.M., Kaschak M. Putting words in perspective. Memory & Cognition 2004, 32:863-873.
28. Borghi A.M., Riggio L. Sentence comprehension and simulation of object temporary, canonical and stable affordances. Brain Research 2009, 1253:117-128.
29. Boroditsky L., Ramscar M. The roles of body and mind in abstract thought. Psychological Science 2002, 13:185-188.
30. Borra E., Belmalih A., Calzavara R., Gerbella M., Murata A., Rozzi S., Luppino G. Cortical connections of the macaque anterior intraparietal (AIP) area. Cerebral Cortex 2008, 18:1094-1111.
31. Botvinick M.M. Hierarchical models of behaviour and prefrontal function. Trends in Cognitive Sciences 2008, 12:201-208.
32. Botvinick M.M., Niv Y., Barto A.G. Hierarchically organized behavior and its neural foundations: A reinforcement learning perspective. Cognition 2009, 113:262-280.
33. Boulenger V., Silber B.Y., Roy A.C., Paulignan Y., Jeannerod M., Nazir T.A. Subliminal display of action words interferes with motor planning: A combined EEG and kinematic study. Journal of Physiology-Paris 2008, 102:130-136.
34. Brooks R.A. How to build complete creatures rather than isolated cognitive simulators. Architectures for intelligence 1989, 225-239. Erlbaum, Hillsdale, NJ. K. VanLehn (Ed.).
35. Bub D.N., Masson E.J., Cree G.S. Evocation of functional and volumetric gestural knowledge by objects and words. Cognition 2008, 106:27-58.
36. Bullock D., Grossberg S. Vite and flete: Neural modules for trajectory formation and postural control. Volitional action 1989, 253-298. Elsevier, Amsterdam, the Netherlands. W. Hershberger (Ed.).
37. Caligiore D., Ferrauto T., Parisi D., Accornero N., Capozza M., Baldassare G. Using motor babbling and Hebb rules for modeling the development of reaching with obstacles and grasping. International Conference on Cognitive Systems 2008, E1-E8. University of Karlsruhe, Karlsruhe, Germany. R. Dillmann, C. Maloney, G. Sandini, T. Asfour, G. Cheng, G. Metta, A. Ude (Eds.).
38. Caligiore D., Parisi D., Baldassarre G. Toward an integrated biomimetic model of reaching. Proceedings of the 6th IEEE International Conference on Development and Learning 2007, 241-246. Imperial College, London, England. Y. Demiris, B. Scassellati, D. Mareschal (Eds.).
39. Cangelosi A., Hourdakis E., Tikhanoff V. Language acquisition and symbol grounding transfer with neural networks and cognitive robots. Proceedings of the International Joint Conference on Neural Networks, IJCNN 2006, part of the IEEE World Congress on Computational Intelligence 2006, 1576-1582. IJCNN, Vancouver, British Columbia, Canada.
40. Castiello U. Mechanisms of selection for the control of hand action. Trends in Cognitive Sciences 1999, 3:264-271.
41. Chen M., Bargh J.A. Consequences of automatic evaluation: Immediate behavioral predispositions to approach or avoid the stimulus. Personality and Social Psychology Bulletin 1999, 25:215-224.
42. Churchland P.S., Sejnowski T.J. The computational brain 1992, MIT Press, Cambridge, MA.
43. Cisek P. Cortical mechanisms of action selection: The affordance competition hypothesis. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2007, 362:1585-1599.
44. Cisek P., Kalaska J.F. Neural correlates of reaching decisions in dorsal premotor cortex: Specification of multiple direction choices and final selection of action. Neuron 2005, 45:801-814.
45. Clark A. Being there: Putting brain, body and world together again 1997, MIT Press, Cambridge, MA.
46. Cohen J., Dunbar K., McClelland On the control of automatic processes: A parallel distributed processing model of the Stroop task. Psychological Review 1990, 97:332-361.
47. Colby C.L. Action-oriented spatial reference frames in cortex. Neuron 1998, 20:15-24.
48. Colby C.L., Goldberg M.E. Space and attention in parietal cortex. Annual Review of Neuroscience 1999, 22:319-349.
49. Creem S.H., Proffitt D.R. Grasping objects by their handles: A necessary interaction between cognition and action. Journal of Experimental Psychology: Human Perception and Performance 2001, 27:218-228.
50. Creem-Regehr S.H., Lee J.N. Neural representations of graspable objects. Are tools special?. Cognitive Brain Research 2005, 22:457-469.
51. Culham J.C., Cavanagh P., Kanwisher N.G. Attention response functions: Characterizing brain areas using fMRI activation during parametric variations of attentional load. Neuron 2001, 32:737-745.
52. Culham J.C., Kanwisher N.G. Neuroimaging of cognitive functions in human parietal cortex. Current Opinion in Neurobiology 2001, 11:157-163.
53. Daw N.D., Niv Y., Dayan P. Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nature Neuroscience 2005, 8:1704-1711.
54. Dayan P., Abbott L.F. Theoretical neuroscience: Computational and mathematical modeling of neural systems 2001, MIT Press, Cambridge, MA.
55. Decety J., Grèzes J. The power of simulation: Imagining one's own and other's behavior. Brain Research 2006, 1079:4-14.
56. Deco G., Rolls E.T. Attention and working memory: A dynamical model of neuronal activity in the prefrontal cortex. European Journal of Neuroscience 2003, 18:2374-2390.
57. De Jong R., Liang C.C., Lauber E. Conditional and unconditional automaticity: A dual-process model of effects of spatial stimulus-response correspondence. Journal of Experimental Psychology: Human Perception and Performance 1994, 20:731-750.
58. DeSouza J.F., Dukelow S.P., Gati J.S., Menon R.S., Andersen R.A., Vilis T. Eye position signal modulates a human parietal pointing region during memory-guided movements. Journal of Neuroscience 2000, 20:5835-5840.
59. de'Sperati C., Stucchi N. Recognizing the motion of a graspable object is guided by handedness. NeuroReport 1997, 8:2761-2765.
60. Di Ferdinando A., Parisi D. Internal representations of sensory input reflect the motor output with which organisms respond to the input. Seeing, thinking, and knowing 2004, 115-141. Kluwer, Dordrecht, the Netherlands. A. Carsetti (Ed.).
61. Ehrsson H.H., Fagergren A., Jonsson T., Westling G., Johansson R.S., Forssberg H. Cortical activity in precision- versus power-grip tasks: An fMRI study. Journal of Neurophysiology 2000, 83:528-536.
62. Ellis R., Tucker M., Symes E., Vainio L. Does selecting one visual object from several require inhibition of the actions associated with nonselected objects?. Journal of Experimental Psychology: Human Perception and Performance 2007, 33:670-691.
63. Erlhagen W., Bicho E. The dynamic neural field approach to cognitive robotics. Journal of Neural Engineering 2006, 3:R36-R54.
64. Erlhagen W., Schöner G. Dynamic field theory of movement preparation. Psychological Review 2002, 109:545-572.
65. Fagg A.H., Arbib M.A. Modeling parietal-premotor interaction in primate control of grasping. Neural Networks 1998, 11:1277-1303.
66. Feldman A.G. Once more on the equilibrium-point hypothesis (lambda model) for motor control. Journal of Motor Behavior 1986, 18:17-54.
67. Felleman D.J., Van Essen D.C. Distributed hierarchical processing in the primate cerebral cortex. Cerebral Cortex 1991, 1:1-47.
68. Fischer B., Boch R. Enhanced activation of neurons in prelunate cortex before visually guided saccades of trained rhesus monkeys. Experimental Brain Research 1981, 44:129-137.
69. Flanagan J., Ostry D., Feldman A. Control of trajectory modifications in target-directed reaching. Journal of Motor Behavior 1993, 25:140-152.
70. Freedman D.J., Riesenhuber M., Poggio T., Miller E.K. A comparison of primate prefrontal and temporal cortices during visual categorization. Journal of Neuroscience 2003, 23:5235-5246.
71. Freina L., Baroni G., Borghi A.M., Nicoletti R. Emotive concept-nouns and motor responses: Attraction or repulsion?. Memory & Cognition 2009, 37:493-499.
72. Fuster J.M. The prefrontal cortex: Anatomy, physiology, and neuropsychology of the frontal lobe 1997, Lippincott-Raven, Philadelphia, PA.
73. Fuster J.M. The prefrontal cortex: An update-Time is of the essence. Neuron 2001, 30:319-333.
74. Gallese V. Mirror neurons and the social nature of language: The neural exploitation hypothesis. Social Neuroscience 2008, 3:317-333.
75. Gallese V. Motor abstraction: A neuroscientific account of how action goals and intentions are mapped and understood. Psychological Research 2009, 73:486-498.
76. Gallese V., Craighero L., Fadiga L., Fogassi L. Perception through action. Psyche 1999, 5(21). Retrieved from http://psyche.cs.monash.edu.au/v5/psyche-5-21-gallese.html.
77. Gallese V., Lakoff G. The brain's concepts: The role of the sensorimotor system in reason and language. Cognitive Neuropsychology 2005, 22:455-479.
78. Gallese V., Metzinger T. Motor ontology: The representational reality of goals, actions, and selves. Philosophical Psychology 2003, 13:365-388.
79. Garagnani M., Wennekers T., Pulvermüller F. A neuroanatomically-grounded Hebbian learning model of attention-language interactions in the human brain. European Journal of Neuroscience 2008, 27:492-513.
80. Gee A.L., Ipata A.E., Gottlieb J., Bisley J.W., Goldberg M.E. Neural enhancement and pre-emptive perception: The genesis of attention and the attentional maintenance of the cortical salience map. Perception 2008, 37:389-400.
81. Georgopoulos A.P. Motor cortex and cognitive processing. The cognitive neurosciences 1995, 507-517. MIT Press, Cambridge, MA. M.S. Gazzaniga (Ed.).
82. Gibson J.J. The ecological approach to visual perception 1979, Houghton Mifflin, Boston, MA.
83. Glaser W.R. Picture naming. Cognition 1992, 42:61-105.
84. Glenberg A.M., Becker R., Klötzer S., Kolanko L., Müller S., Rinck M. Episodic affordances contribute to language comprehension. Language and Cognition 2009, 1:113-135.
85. Glenberg A.M., Kaschak M.P. The body's contribution to language. The psychology of learning and motivation 2003, 93-126. Academic Press, New York, NY. B. Ross (Ed.).
86. Glenberg A.M., Robertson D.A. Symbol grounding and meaning: A comparison of high dimensional and embodied theories of meaning. Journal of Memory and Language 2000, 43:379-401.
87. Glenberg A.M., Sato M., Cattaneo L. Use-induced motor plasticity affects the processing of abstract and concrete language. Current Biology 2008, 18:R290-R291.
88. Glenberg A.M., Sato M., Cattaneo L., Riggio L., Palumbo D., Buccino G. Processing abstract language modulates motor system activity. Quarterly Journal of Experimental Psychology 2008, 61:905-919.
89. Goodale M.A., Humphrey G.K. The objects of action and perception. Cognition 1998, 67:181-207.
90. Goodale M.A., Milner A.D. Separate visual pathways for perception and action. Trends in Neuroscience 1992, 15:20-25.
91. Grèzes J., Tucker M., Armony J., Ellis R., Passingham R.E. Objects automatically potentiate action: An fMRI study of implicit processing. European Journal of Neuroscience 2003, 17:2735-2740.
92. Grill-Spector K., Malach R. The human visual cortex. Annual Review of Neuroscience 2004, 27:649-677.
93. Gupta A., Noelle D. A dual-pathway neural network model of control relinquishment in motor skill learning. Proceedings of the 20th International Joint Conference on Artificial Intelligence 2007, 405-410. IJCAI, Hyderabad, India.
94. Hayhoe M., Ballard D. Eye movements in natural behavior. Trends in Cognitive Sciences 2005, 9:188-194.
95. Hazy T.E., Frank M.J., O'Reilly R.C. Towards an executive without a homunculus: Computational models of the prefrontal cortex/basal ganglia system. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2007, 362:1601-1613.
96. Hilgetag C.C., Burns G.A., O'Neill M.A., Scannell J.W., Young M.P. Anatomical connectivity defines the organization of clusters of cortical areas in the macaque monkey and the cat. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2000, 355:91-110.
97. Hommel B. The Simon effect as tool and heuristic. Acta Psychologica 2010, Advance online publication. doi: 10.1016/j.actpsy.2010.04.011.
98. Hubel D.H. Eye, brain and vision 1988, Scientific American Books, New York, NY.
99. Iberall T., Arbib M.A. Schemas for the control of hand movements: An essay on cortical localization. Vision and action: The control of grasping 1990, 163-180. Ablex Publishing, Norwood, NJ. M.A. Goodale (Ed.).
100. Itti L., Koch C. A saliency-based search mechanism for overt and covert shifts of visual attention. Vision Research 2000, 40:1489-1506.
101. Jeannerod M. The representing brain: Neural correlates of motor intention and imagery. Behavioral and Brain Sciences 1994, 17:187-246.
102. Jeannerod M. Visuomotor channels: Their integration in goal-directed prehension. Human Movement Science 1999, 18:201-218.
103. Jeannerod M. Motor cognition: What actions tell the self 2007, Oxford University Press, Oxford, England.
104. Jeannerod M., Arbib M.A., Rizzolatti G., Sakata H. Grasping objects: The cortical mechanisms of visuomotor transformations. Trends in Neuroscience 1995, 18:314-320.
105. Kahana M.J. Associative retrieval processes in free recall. Memory & Cognition 1996, 24:103-109.
106. Kandel E.R., Schwartz J.H., Jessel T.M. Principles of neural science 2000, McGraw-Hill, New York, NY.
107. Knudsen E.I. Fundamental components of attention. Annual Review of Neuroscience 2007, 30:57-78.
108. Kohonen T. Self-organizing maps 1997, Springer-Verlag, Berlin, Germany. 2nd ed.
109. Kornblum S., Hasbroucq T., Osman A. Dimensional overlap: Cognitive basis for stimulus-response compatibility-A model and taxonomy. Psychological Review 1990, 97:253-270.
110. Kornblum S., Stevens G.T., Whipple A., Requin J. The effects of irrelevant stimuli: 1. The time course of stimulus-stimulus and stimulus-response consistency effects with Strooplike stimuli, Simonlike tasks, and their factorial combinations. Journal of Experimental Psychology: Human Perception and Performance 1999, 25:688-714.
111. Kosslyn S.M. Image and brain: The resolution of the imagery debate 1994, MIT Press, Cambridge, MA.
112. Kuperstein M. Neural model of adaptive hand-eye coordination for single postures. Science 1988, March 11, 239:1308-1311.
113. Landauer T.K., Dumais S.T. A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction and representation of knowledge. Psychological Review 1997, 104:211-240.
114. Landauer T.K., Foltz P., Laham D. An introduction to latent semantic analysis. Discourse Processes 1998, 25:259-284.
115. Landauer T.K., McNamara D., Dennis S., Kintsch W. Handbook of latent semantic analysis 2007, Erlbaum, Mahwah, NJ.
116. Lerner Y., Hendler T., Ben-Bashat D., Harel M., Malach R. A hierarchical axis of object processing stages in the human visual cortex. Cerebral Cortex 2001, 11:287-297.
117. Lockman J., Ashmead D.H., Bushnell E.W. The development of anticipatory hand orientation during infancy. Journal of Experimental Child Psychology 1984, 37:176-186.
118. Logan G. The CODE theory of visual attention: An integration of space-based and object-based attention. Psychological Review 1996, 103:603-649.
119. Logothetis N.K., Pauls J., Poggio T. Shape representation in the inferior temporal cortex of monkeys. Current Biology 1995, 5:552-563.
120. Lu C.H., Proctor R.W. The influence of irrelevant location information on performance: A review of the Simon and spatial Stroop effects. Psychonomic Bulletin & Review 1995, 2:174-207.
121. Luppino G., Rizzolatti G. The organization of the frontal motor cortex. Physiology 2000, 15:219-224.
122. Mannella F., Baldassarre G. A neural-network reinforcement-learning model of domestic chicks that learn to localise the centre of closed arenas. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2007, 362:383-401.
123. Mannella F., Mirolli M., Baldassarre G. The interplay of Pavlovian and instrumental processes in devaluation experiments: A computational embodied neuroscience model tested with a simulated rat. Modelling perception using artificial neural networks 2010, 93-113. Cambridge University Press, Cambridge, England. C.R. Tosh, G.D. Ruxton (Eds.).
124. Markman A.B., Brendl C.M. Constraining theories of embodied cognition. Psychological Science 2005, 16:6-10.
125. Martin A. The representation of object concepts in the brain. Annual Review of Psychology 2007, 58:25-45.
126. Matelli M., Luppino G., Murata A., Sakata H. Independent anatomical circuits for reaching and grasping linking the inferior parietal sulcus and inferior area 6 in macaque monkey [Abstract]. Society for Neuroscience Abstracts 1994, 20:404.
127. Mayor J., Plunkett K. A neurocomputational account of taxonomic responding and fast mapping in early word learning. Psychological Review 2010, 117:1-31.
128. McNab F., Klingberg T. Prefrontal cortex and basal ganglia control access to working memory. Nature Neuroscience 2008, 11:103-107.
129. Meier B.P., Robertson M.D. Why the sunny side is up: Association between affect and vertical position. Psychological Science 2004, 15:243-247.
130. Meyer J.-A., Wilson S.W. From animals to animats 1: Proceedings of the First International Conference on Simulation of Adaptive Behaviour 1991, MIT Press, Cambridge, MA.
131. Miller E.K., Cohen J.D. An integrative theory of premotor cortex function. Annual Review of Neuroscience 2001, 24:167-202.
132. Miller E.K., Freedman D.J., Wallis J.D. The prefrontal cortex: Categories, concepts, and cognition. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 2002, 357:1123-1136.
133. Milner A.D., Goodale M.A. The visual brain in action 1995, Oxford University Press, Oxford, England.
134. Milner A.D., Goodale M.A. Two visual systems re-viewed. Neuropsychologia 2008, 46:774-785.
135. Mirolli M., Parisi D. Language as an aid to categorization: A neural network model of early language acquisition. Proceedings of the 9th Neural Computation and Psychology Workshop-Modelling language, cognition and action 2005, 97-106. World Scientific, Singapore. A. Cangelosi, G. Bugmann, R. Borisyuk (Eds.).
136. Mitchell M. An introduction to genetic algorithms 1999, MIT Press, Cambridge, MA.
137. Murata A., Gallese V., Luppino G., Kaseda M., Sakata H. Selectivity for the shape, size, and orientation of objects for grasping in neurons of monkey parietal area AIP. Journal of Neurophysiology 2000, 83:2580-2601.
138. Neumann O. Direct parameter specification and the concept of perception. Psychological Research 1990, 52:207-215.
139. Newell A. You can't play 20 questions with nature and win. Visual information processing 1973, 135-183. Academic Press, New York, NY. W.G. Chase (Ed.).
140. Niedenthal P.M., Barsalou L.W., Winkielman P., Krath-Gruber S., Ric F. Embodiment in attitudes, social perception, and emotion. Personality and Social Psychology Review 2005, 9:184-211.
141. Ognibene D., Balkenius C., Baldassarre G. Integrating epistemic action (active vision) and pragmatic action (reaching): A neural architecture for camera-arm robots. From animals to animats 10: Proceedings of the Tenth International Conference on the Simulation of Adaptive Behavior 2008, 220-229. Springer-Verlag, Berlin, Germany. M. Asada, J.C.T. Hallam, J.-A. Meyer, J. Tani (Eds.).
142. Ognibene D., Rega A., Baldassarre G. A model of reaching integrating continuous reinforcement learning, accumulator models, and direct inverse modelling. From animals to animats 9: Proceedings of the Ninth International Conference on the Simulation of Adaptive Behavior 2006, 381-393. Springer-Verlag, Berlin, Germany. S. Nolfi, G. Baldassarre, R. Calabretta, J. Hallam, D. Marocc, J.-A. Meyer, O. Miglino, D. Parisi (Eds.).
143. Oliver R.T., Geiger E.J., Lewandowski B.C., Thompson-Schill S.L. Involvement of the right inferior parietal lobule in shape retrieval is modulated by prior tactile experience with objects. Journal of Vision 2005, 5(8):610.
144. Oliver R.T., Thompson-Schill S.L. Dorsal stream activation during retrieval of object size and shape. Cognitive, Affective, and Behavioral Neuroscience 2003, 3:309-322.
145. O'Reilly R.C. Biologically plausible error-driven learning using local activation differences: The generalized recirculation algorithm. Neural Computation 1996, 8:895-938.
146. Oztop E., Arbib M.A. Schema design and implementation of the grasp-related mirror neuron system. Biological Cybernetics 2002, 87:116-140.
147. Oztop E., Bradley N.S., Arbib M.A. Infant grasp learning: A computational model. Experimental Brain Research 2004, 158:480-503.
148. Paivio A. Imagery and verbal processes 1971, Holt, Rinehart & Winston, New York, NY.
149. Paivio A. Mental representations: A dual coding approach 1986, Oxford University Press, New York, NY.
150. Paletta L., Fritz G., Kintzler F., Irran J., Dorffner G. Learning to perceive affordances in a framework of developmental embodied cognition. Proceedings of the 6th IEEE International Conference on Development and Learning 2007, 110-115. Imperial College, London, England. Y. Demiris, B. Scassellati, D. Mareschal (Eds.).
151. Parisi D., Borghi A.M., Di Ferdinando A., Tsiotas G. Meaning and motor actions: Artificial life and behavioral evidence. Behavioral and Brain Sciences 2005, 28:139-140.
152. Parisi D., Schlesinger M. Artificial life and Piaget. Cognitive Development 2002, 17:1301-1321.
153. Pasupathy A., Miller E.K. Different time courses of learning-related activity in the prefrontal cortex and striatum. Nature 2005, February 24, 433:873-876.
154. Pellicano A., Iani C., Borghi A.M., Rubichi S., Nicoletti R. Simon-like and functional affordance effects with tools: The effects of object perceptual discrimination and object action state. Quarterly Journal of Experimental Psychology 2010, Advance online publication. doi: 10.1080/17470218.2010.486903.
155. Pellicano A., Lugli L., Baroni G., Nicoletti R. The Simon effect with conventional signals: A time-course analysis. Experimental Psychology 2009, 56:219-227.
156. Perry C., Ziegler J.C., Zorzi M. Nested incremental modeling in the development of computational theories: The CDP+ model of reading aloud. Psychological Review 2007, 114:273-315.
157. Pezzulo G. Coordinating with the future: The anticipatory nature of representation. Minds and Machines 2008, 18:179-225.
158. Phillips J., Ward R. S-R correspondence effects of irrelevant visual affordance: Time-course and specificity of response activation. Visual Cognition 2002, 9:540-558.
159. Piaget J. The origins of intelligence in children 1952, International Universities Press, New York, NY.
160. Platt M., Glimcher P. Neural correlates of decision variables in parietal cortex. Nature 1999, July 15, 400:233-238.
161. Plaut D.C., McClelland J.L., Seidenberg M.S., Patterson K.E. Understanding normal and impaired word reading: Computational principles in quasi-regular domains. Psychological Review 1996, 103:56-115.
162. Polk T., Simen P., Lewis R., Freedman E.A. A computational approach to control in complex cognition. Cognitive Brain Research 2002, 15:71-83.
163. Posner M., Di Girolamo G. Cognitive neuroscience: Origins and promise. Psychological Bulletin 2000, 126:873-889.
164. Posner M., Pea R., Volpe B. Cognitive neuroscience: Developments-Toward a science of synthesis. Perspectives on mental representation: Experimental and theoretical studies of cognitive processes and capacities 1982, 251-276. Erlbaum, Hillsdale, NJ. J. Mehler, E.C.T. Walker, M. Garrett (Eds.).
165. Posner M.I., Petersen S.E. The attention system of the human brain. Annual Review of Neuroscience 1990, 13:25-42.
166. Pouget A., Dayan P., Zemel R. Information processing and population codes. Nature Reviews Neuroscience 2000, 1:125-132.
167. Pouget A., Latham P. Population codes. The handbook of brain theory and neural networks 2002, 893-897. MIT Press, Cambridge, MA. M. Arbib (Ed.).
168. Prescott T.J., Montes-Gonzalez F., Gurney K., Humphries M.D., Redgrave P. A robot model of the basal ganglia: Behavior and intrinsic processing. Neural Networks 2006, 19:31-61.
169. Pulvermüller F. Brain mechanisms linking language and action. Nature Reviews Neuroscience 2005, 6:576-582.
170. Pulvermüller F., Shtyrov Y. Language outside the focus of attention: The mismatch negativity as a tool for studying higher cognitive processes. Progress in Neurobiology 2006, 79:49-71.
171. Pulvermüller F., Shtyrov Y., Kujala T., Näätänen R. Word-specific cortical activity as revealed by the mismatch negativity. Psychophysiology 2004, 41:106-112.
172. Redgrave P., Prescott T.J., Gurney K. The basal ganglia: A vertebrate solution to the selection problem?. Neuroscience 1999, 89:1009-1023.
173. Ritter H.J., Martinetz T.M., Schulten K.J. Neural computation and self-organising maps: An introduction 1992, Addison-Wesley, Reading, MA.
174. Rizzolatti G., Craighero L. The mirror neuron system. Annual Review of Neuroscience 2004, 27:169-192.
175. Rizzolatti G., Fogassi L., Gallese V. Parietal cortex: From sight to action. Current Opinion in Neurobiology 1997, 7:562-567.
176. Rizzolatti G., Luppino G. The cortical motor system. Neuron 2001, 31:889-901.
177. Rizzolatti G., Luppino G., Matelli M. The organization of the cortical motor system: New concepts. Electroencephalography and Clinical Neurophysiology/Electromyography and Motor Control 1998, 106:283-296.
178. Rizzolatti G., Riggio L., Dascola I., Umiltá C. Reorienting attention across the horizontal and vertical meridians: Evidence in favor of a premotor theory of attention. Neuropsychologia 1987, 25:31-40.
179. Rodman H.R. Development of inferior temporal cortex in the monkey. Cerebral Cortex 1994, 4:484-498.
180. Roelfsema P.R., Lamme V.A., Spekreijse H. Object-based attention in the primary visual cortex of the macaque monkey. Nature 1998, September 24, 395:376-381.
181. Rolls E.T., Deco G. Computational neuroscience of vision 2002, Oxford University Press, Oxford, England.
182. Rolls E.T., Treves A. Neural networks and brain function 1998, Oxford University Press, Oxford, England.
183. Romanski L.M., Tian B., Fritz J., Mishkin M., Goldman-Rakic P.S., Rauschecker J.P. Dual streams of auditory afferents target multiple domains in the primate prefrontal cortex. Nature Neuroscience 1999, 2:1131-1136.
184. Rubichi S., Pellicano A. Does the Simon effect affect movement execution?. European Journal of Cognitive Psychology 2004, 16:825-840.
185. Sakata H., Taira M., Kusunoki M., Murata A., Tanaka Y. The TINS lecture: The parietal association cortex in depth perception and visual control of hand action. Trends in Neuroscience 1997, 20:350-357.
186. Sakata H., Taira M., Murata A., Mine S. Neural mechanisms of visual guidance of hand action in the parietal cortex of the monkey. Cerebral Cortex 1995, 5:429-438.
187. Salmon D.P., Butters N. Neurobiology of skill and habit learning. Current Opinion in Neurobiology 1995, 5:184-190.
188. Sciavicco L., Siciliano B. Modelling and control of robot manipulators 1996, Springer, London, England.
189. Seger C.A., Cincotta C.M. Dynamics of frontal, striatal, and hippocampal systems during rule learning. Cerebral Cortex 2006, 16:1546-1555.
190. Seidenberg M.S., McClelland J.L. A distributed, developmental model of word recognition and naming. Psychological Review 1989, 96:523-568.
191. Sejnowski T.J. Storing covariance with nonlinearly interacting neurons. Journal of Mathematical Biology 1977, 4:303-321.
192. Shadmehr R., Wise S.P. The computational neurobiology of reaching and pointing 2005, MIT Press, Cambridge, MA.
193. Shima K., Isoda M., Mushiake H., Tanji J. Categorization of behavioural sequences in the prefrontal cortex. Nature 2007, January 18, 445:315-318.
194. Simmons W.K., Hamann S.B., Harenski C.L., Hu X.P., Barsalou L.W. fMRI evidence for word association and situated simulation in conceptual processing. Journal of Physiology 2008, 102:106-119.
195. Simon J.R. The effects of an irrelevant directional cue on human information processing. Stimulus-response compatibility: An integrated perspective 1990, 31-86. North-Holland, Amsterdam, the Netherlands. R.W. Proctor, T.G. Reeve (Eds.).
196. Simon O., Mangin J.F., Cohen L., Le Bihan D., Dehaene S. Topographical layout of hand, eye, calculation, and language-related areas in the human parietal lobe. Neuron 2002, 33:475-487.
197. Sinai A., Pratt H. Electrophysiological evidence for priming in response to words and pseudowords in first and second language. Brain and Language 2002, 80:240-252.
198. Sobel, I., & Feldman, G. (1968). A 3 × 3 isotropic gradient operator for image processing. Presentation at the Stanford Artificial Project, Stanford, CA.
199. Sparks D.L., Groh J.M. The superior colliculus: A window for viewing issues in integrative neuroscience. The cognitive neurosciences 1995, 565-584. MIT Press, Cambridge, MA. M.S. Gazzaniga (Ed.).
200. Stoianov I., Umiltà C., Zorzi M. Computational investigations of the Simon and the SNARC effects. Proceedings of the Twenty-Seventh Annual Conference of the Cognitive Science Society 2005, 2080-2085. Erlbaum, Mahwah, NJ. M. Bucciarelli, B.G. Bara, L. Barsalou (Eds.).
201. Sutton R.S., Barto A. Reinforcement learning: An introduction 1998, MIT Press, Cambridge, MA.
202. Tanaka K. Inferotemporal cortex and object vision. Annual Review of Neuroscience 1996, 19:109-140.
203. Tipper S.P., Howard L.A., Houghton G. Behavioural consequences of selection from neural population codes. Control of cognitive processes: Attention and performance XVIII 2000, 223-246. MIT Press, Cambridge, MA. S. Monsell, J. Driver (Eds.).
204. Toth J., Levine B., Stuss D., Oh A., Winocur G., Meiran N. Dissociation of processes underlying spatial S-R compatibility: Evidence of the independent influence of what and where. Conscious Cognition 1995, 4:483-501.
205. Tsiotas G., Borghi A.M., Parisi D. Objects and affordances: An artificial life simulation. COGSCI2005: XXVII Annual Conference of the Cognitive Science Society 2005, 2212-2217. Erlbaum, Mahwah, NJ. B. Bara, L. Barsalou, B. Bucciarelli (Eds.).
206. Ts'o D., Gilbert C.D., Wiesel T. Relationships between horizontal interactions and functional architecture in cat striate cortex as revealed by cross-correlation analysis. Journal of Neuroscience 1986, 6:1160-1170.
207. Tucker M., Ellis R. On the relations between seen objects and components of potential actions. Journal of Experimental Psychology: Human Perception and Performance 1998, 24:830-846.
208. Tucker M., Ellis R. The potentiation of grasp types during visual object categorization. Visual Cognition 2001, 8:769-800.
209. Tucker M., Ellis R. Action priming by briefly presented objects. Acta Psychologica 2004, 116:185-203.
210. Ungerleider L.G., Mishkin M. Two cortical visual systems. Analysis of visual behavior 1982, 549-586. MIT Press, Cambridge, MA. D.J. Ingle, M.A. Goodale, R.J.W. Mansfield (Eds.).
211. Usher M., McClelland J.L. On the time course of perceptual choice: The leaky competing accumulator model. Psychological Review 2001, 108:550-592.
212. van Dantzig S., Pecher D., Zwaan R.A. Approach and avoidance as action effect. Quarterly Journal of Experimental Psychology 2008, 61:1298-1306.
213. Van Essen D.C., Lewis J.W., Drury H.A., Hadjikhani N., Tootell R.B., Bakircioglu M., Miller M.I. Mapping visual cortex in monkeys and humans using surface-based atlases. Vision Research 2001, 41:1359-1378.
214. Varela F., Thompson E., Rosch E. The embodied mind: Cognitive science and human experience 1991, MIT Press, Cambridge, MA.
215. Vinberg J., Grill-Spector K. Representation of shapes, edges, and surfaces across multiple cues in the human visual cortex. Journal of Neurophysiology 2008, 99:1380-1393.
216. von Hofsten C. Eye-hand coordination in newborns. Developmental Psychology 1982, 18:450-461.
217. Wallis J.D., Anderson K.C., Miller E.K. Single neurons in prefrontal cortex encode abstract rules. Nature 2001, June 21, 411:953-956.
218. Webb B. Using robots to model animals: A cricket test. Robotics and Autonomous Systems 1995, 16:117-134.
219. Webb B. Animals versus animats: Or why not model the real iguana?. Adaptive Behavior 2009, 17:269-286.
220. Webster M.J., Bachevalier J., Ungerleider L.G. Connections of inferior temporal areas TEO and TE with parietal and frontal cortex in macaque monkeys. Cerebral Cortex 1994, 4:470-483.
221. Wheeler M.E., Treisman A.M. Binding in short-term visual memory. Journal Experimental Psychology: General 2002, 131:48-64.
222. Wise S.P., Boussaoud D., Johnson P.B., Caminiti R. Premotor and parietal cortex: Corticocortical connectivity and combinatorial computations. Annual Review of Neuroscience 1997, 20:25-42.
223. Young M.P., Scannell J.W., Burns G.A., Blakemore C. Analysis of connectivity: Neural systems in the cerebral cortex. Review in the Neurosciences 1994, 5:227-250.
224. Zemel R.S., Dayan P., Pouget A. Probabilistic interpretation of population codes. Neural Computation 1998, 10:403-430.
225. Zorzi M., Umiltà C. A computational model of the Simon effect. Psychological Research 1995, 58:193-205.
226. Zwaan R.A., Yaxley R.H. Spatial iconicity affects semantic relatedness judgments. Psychonomic Bulletin & Review 2003, 10:954-958.