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Volumn 110, Issue 3, 2009, Pages 380-394

Flexible shaping: How learning in small steps helps

Author keywords

Computational modeling; Gating; PFC; Sequence learning; Shaping

Indexed keywords

ARTICLE; COGNITION; COGNITIVE DEVELOPMENT; COMPREHENSION; LEARNING; MENTAL FUNCTION; MODEL; NERVE CELL NETWORK; PRIORITY JOURNAL; TASK PERFORMANCE; TEACHING; WORKING MEMORY;

EID: 59649113160     PISSN: 00100277     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cognition.2008.11.014     Document Type: Article
Times cited : (223)

References (51)
  • 1
    • 24644491678 scopus 로고    scopus 로고
    • Dissociable controlled retrieval and generalized selection mechanisms in ventrolateral prefrontal cortex
    • Badre D., Poldrack R.A., Pare-Blagoev E., Juliana amd Insler R.Z., and Wagner A.D. Dissociable controlled retrieval and generalized selection mechanisms in ventrolateral prefrontal cortex. Neuron 47 6 (2005) 907-918
    • (2005) Neuron , vol.47 , Issue.6 , pp. 907-918
    • Badre, D.1    Poldrack, R.A.2    Pare-Blagoev, E.3    Juliana amd Insler, R.Z.4    Wagner, A.D.5
  • 2
    • 59649110400 scopus 로고    scopus 로고
    • Bakker, B., & Schmidhuber, J. (2004). Hierarchical reinforcement learning based on subgoal discovery and subpolicy specialization. In F. Groen, N. Amato, A. Bonarini, E. Yoshida, & B. Kroese, (Eds.), Proceedings of the 8th conference on intelligent autonomous systems, Vol. IAS-8, pp. 438-445.
    • Bakker, B., & Schmidhuber, J. (2004). Hierarchical reinforcement learning based on subgoal discovery and subpolicy specialization. In F. Groen, N. Amato, A. Bonarini, E. Yoshida, & B. Kroese, (Eds.), Proceedings of the 8th conference on intelligent autonomous systems, Vol. IAS-8, pp. 438-445.
  • 4
    • 0000696066 scopus 로고
    • The misbehavior of organisms
    • Breland K., and Breland M. The misbehavior of organisms. American Psychologist 16 11 (1961) 681-684
    • (1961) American Psychologist , vol.16 , Issue.11 , pp. 681-684
    • Breland, K.1    Breland, M.2
  • 5
    • 27644554392 scopus 로고    scopus 로고
    • Encoding a temporally structured stimulus with a temporally structured neural representation
    • Brown S.L., Joseph J., and Stopfer M. Encoding a temporally structured stimulus with a temporally structured neural representation. Nature Neuroscience 8 11 (2005) 1568-1576
    • (2005) Nature Neuroscience , vol.8 , Issue.11 , pp. 1568-1576
    • Brown, S.L.1    Joseph, J.2    Stopfer, M.3
  • 6
    • 0001245883 scopus 로고
    • Perseveration in extinction and in discrimination reversal tasks following selective frontal ablations in Macaca mulatta
    • Butter C.M. Perseveration in extinction and in discrimination reversal tasks following selective frontal ablations in Macaca mulatta. Physiology & Behaviour 4 2 (1969) 163-171
    • (1969) Physiology & Behaviour , vol.4 , Issue.2 , pp. 163-171
    • Butter, C.M.1
  • 7
    • 45849106902 scopus 로고    scopus 로고
    • Transfer of learning after updating training mediated by the striatum
    • Dahlin E., Neely A.S., Larsson A., Backman L., and Nyberg L. Transfer of learning after updating training mediated by the striatum. Science 320 5882 (2008) 1510-1512
    • (2008) Science , vol.320 , Issue.5882 , pp. 1510-1512
    • Dahlin, E.1    Neely, A.S.2    Larsson, A.3    Backman, L.4    Nyberg, L.5
  • 8
    • 33749453122 scopus 로고    scopus 로고
    • Images, frames, and connectionist hierarchies
    • Dayan P. Images, frames, and connectionist hierarchies. Neural Computation 18 10 (2006) 2293-2319
    • (2006) Neural Computation , vol.18 , Issue.10 , pp. 2293-2319
    • Dayan, P.1
  • 9
    • 33845452963 scopus 로고    scopus 로고
    • Phasic norepinephrine: A neural interrupt signal for unexpected events
    • Dayan P., and Yu A.J. Phasic norepinephrine: A neural interrupt signal for unexpected events. Network: Computation in Neural Systems 17 4 (2006) 335-350
    • (2006) Network: Computation in Neural Systems , vol.17 , Issue.4 , pp. 335-350
    • Dayan, P.1    Yu, A.J.2
  • 11
    • 0002537802 scopus 로고
    • Attention, intelligence, and the frontal lobes
    • Gazzaniga M.S. (Ed), The MIT Press
    • Duncan J. Attention, intelligence, and the frontal lobes. In: Gazzaniga M.S. (Ed). The new cognitive neurosciences (1995), The MIT Press 721-733
    • (1995) The new cognitive neurosciences , pp. 721-733
    • Duncan, J.1
  • 12
    • 0027636611 scopus 로고
    • Learning and development in neural networks: The importance of starting small
    • Elman J.L. Learning and development in neural networks: The importance of starting small. Cognition 48 1 (1993) 71-99
    • (1993) Cognition , vol.48 , Issue.1 , pp. 71-99
    • Elman, J.L.1
  • 13
    • 59649093969 scopus 로고    scopus 로고
    • Frank, M. J., Loughry, B., & O'Reilly, R. C. (2001). Interactions between frontal cortex and basal ganglia in working memory: A computational model. Technical Report, Department of Psychology, University of Colorado.
    • Frank, M. J., Loughry, B., & O'Reilly, R. C. (2001). Interactions between frontal cortex and basal ganglia in working memory: A computational model. Technical Report, Department of Psychology, University of Colorado.
  • 14
    • 0034293152 scopus 로고    scopus 로고
    • Learning to forget: Continual prediction with LSTM
    • Gers F.A., Schmidhuber J., and Cummins F. Learning to forget: Continual prediction with LSTM. Neural Computation 12 10 (2000) 2451-2471
    • (2000) Neural Computation , vol.12 , Issue.10 , pp. 2451-2471
    • Gers, F.A.1    Schmidhuber, J.2    Cummins, F.3
  • 15
    • 17144419203 scopus 로고    scopus 로고
    • Involvement of rostral prefrontal cortex in selection between stimulus-oriented and stimulus-independent thought
    • Gilbert S.J., Frith C.D., and Burgess P.W. Involvement of rostral prefrontal cortex in selection between stimulus-oriented and stimulus-independent thought. European Journal of Neuroscience 21 5 (2005) 1423-1431
    • (2005) European Journal of Neuroscience , vol.21 , Issue.5 , pp. 1423-1431
    • Gilbert, S.J.1    Frith, C.D.2    Burgess, P.W.3
  • 16
    • 0018861680 scopus 로고
    • How does a brain build a cognitive code?
    • Grossberg S. How does a brain build a cognitive code?. Psychological Review 87 1 (1980) 1-51
    • (1980) Psychological Review , vol.87 , Issue.1 , pp. 1-51
    • Grossberg, S.1
  • 17
    • 0035487297 scopus 로고    scopus 로고
    • MOSAIC model for sensorimotor learning and control
    • Haruno M., Wolpert D.M., and Kawato M. MOSAIC model for sensorimotor learning and control. Neural Computation 13 10 (2001) 2201-2220
    • (2001) Neural Computation , vol.13 , Issue.10 , pp. 2201-2220
    • Haruno, M.1    Wolpert, D.M.2    Kawato, M.3
  • 19
    • 0031590130 scopus 로고    scopus 로고
    • Generative models for discovering sparse distributed representations
    • Hinton G.E., and Ghahramani Z. Generative models for discovering sparse distributed representations. Philosophical Transactions of the Royal Society B 352 1358 (1997) 1177-1190
    • (1997) Philosophical Transactions of the Royal Society B , vol.352 , Issue.1358 , pp. 1177-1190
    • Hinton, G.E.1    Ghahramani, Z.2
  • 20
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • Hinton G.E., Osindero S., and Teh Y.-W. A fast learning algorithm for deep belief nets. Neural Computation 18 7 (2006) 1527-1554
    • (2006) Neural Computation , vol.18 , Issue.7 , pp. 1527-1554
    • Hinton, G.E.1    Osindero, S.2    Teh, Y.-W.3
  • 22
    • 0014963969 scopus 로고
    • Perseverative interference in monkeys following selective lesions of the inferior prefrontal convexity
    • Iversen S.D., and Mishkin M. Perseverative interference in monkeys following selective lesions of the inferior prefrontal convexity. Experimental Brain Research 11 4 (1970) 376-386
    • (1970) Experimental Brain Research , vol.11 , Issue.4 , pp. 376-386
    • Iversen, S.D.1    Mishkin, M.2
  • 24
    • 0015380517 scopus 로고
    • Limbic lesions and the problem of stimulus-reinforcement associations
    • Jones B., and Mishkin M. Limbic lesions and the problem of stimulus-reinforcement associations. Experimental Neurology 36 2 (1972) 362-377
    • (1972) Experimental Neurology , vol.36 , Issue.2 , pp. 362-377
    • Jones, B.1    Mishkin, M.2
  • 25
    • 0242497620 scopus 로고    scopus 로고
    • The architecture of cognitive control in the human prefrontal cortex
    • Koechlin E., Ody C., and Kouneiher F. The architecture of cognitive control in the human prefrontal cortex. Science 302 5648 (2003) 1181-1185
    • (2003) Science , vol.302 , Issue.5648 , pp. 1181-1185
    • Koechlin, E.1    Ody, C.2    Kouneiher, F.3
  • 26
    • 34249278114 scopus 로고    scopus 로고
    • An information theoretical approach to prefrontal executive function
    • Koechlin E., and Summerfield C. An information theoretical approach to prefrontal executive function. Trends in Cognitive Sciences 11 6 (2007) 229-235
    • (2007) Trends in Cognitive Sciences , vol.11 , Issue.6 , pp. 229-235
    • Koechlin, E.1    Summerfield, C.2
  • 27
    • 0013465187 scopus 로고    scopus 로고
    • Automatic discovery of subgoals in reinforcement learning using diverse density
    • Morgan Kaufmann, San Francisco, CA
    • McGovern A., and Barto A.G. Automatic discovery of subgoals in reinforcement learning using diverse density. Proceedings of the 18th international conference on machine learning (2001), Morgan Kaufmann, San Francisco, CA 361-368
    • (2001) Proceedings of the 18th international conference on machine learning , pp. 361-368
    • McGovern, A.1    Barto, A.G.2
  • 28
    • 37549003586 scopus 로고    scopus 로고
    • Prefrontal cortex and basal ganglia control access to working memory
    • McNab F., and Klingberg T. Prefrontal cortex and basal ganglia control access to working memory. Nature Neuroscience 11 1 (2008) 103-107
    • (2008) Nature Neuroscience , vol.11 , Issue.1 , pp. 103-107
    • McNab, F.1    Klingberg, T.2
  • 29
    • 0000044388 scopus 로고
    • Constraints on learning and their role in language acquisition: Studies of the acquisition of american sign language
    • Newport E.L. Constraints on learning and their role in language acquisition: Studies of the acquisition of american sign language. Language Sciences 10 1 (1988) 147-172
    • (1988) Language Sciences , vol.10 , Issue.1 , pp. 147-172
    • Newport, E.L.1
  • 30
    • 0009445756 scopus 로고
    • Maturational constraints on language learning
    • Newport E.L. Maturational constraints on language learning. Cognitive Science 14 1 (1990) 11-28
    • (1990) Cognitive Science , vol.14 , Issue.1 , pp. 11-28
    • Newport, E.L.1
  • 31
    • 33644927837 scopus 로고    scopus 로고
    • Making working memory work: A computational model of learning in the prefrontal cortex and basal ganglia
    • O'Reilly R.C., and Frank M.J. Making working memory work: A computational model of learning in the prefrontal cortex and basal ganglia. Neural Computation 18 2 (2005) 283-328
    • (2005) Neural Computation , vol.18 , Issue.2 , pp. 283-328
    • O'Reilly, R.C.1    Frank, M.J.2
  • 32
    • 0001070375 scopus 로고    scopus 로고
    • Reinforcement learning with hierarchies of machines
    • Jordan M.I., Kearns M.J., and Solla S.A. (Eds), The MIT Press
    • Parr R., and Russell S. Reinforcement learning with hierarchies of machines. In: Jordan M.I., Kearns M.J., and Solla S.A. (Eds). Advances in neural information processing systems (1997), The MIT Press
    • (1997) Advances in neural information processing systems
    • Parr, R.1    Russell, S.2
  • 33
    • 12344258158 scopus 로고    scopus 로고
    • A day of great illumination: B.F. Skinner's discovery of shaping
    • Peterson G.B. A day of great illumination: B.F. Skinner's discovery of shaping. Journal of the Experimental Analysis of Behavior 82 3 (2004) 317-328
    • (2004) Journal of the Experimental Analysis of Behavior , vol.82 , Issue.3 , pp. 317-328
    • Peterson, G.B.1
  • 35
    • 34548837994 scopus 로고    scopus 로고
    • Reconciling reinforcement learning models with behavioral extinction and renewal: Implications for addiction, relapse, and problem gambling
    • Redish A.D., Jensen S., Johnson A., and Kurth-Nelson Z. Reconciling reinforcement learning models with behavioral extinction and renewal: Implications for addiction, relapse, and problem gambling. Psychological Review 114 3 (2007) 784-805
    • (2007) Psychological Review , vol.114 , Issue.3 , pp. 784-805
    • Redish, A.D.1    Jensen, S.2    Johnson, A.3    Kurth-Nelson, Z.4
  • 36
    • 59649103499 scopus 로고    scopus 로고
    • Reynolds, J. (2007). Computational, behavioral, neuro-imaging methods investigating the hierarchical organization of pfc and goal-oriented behavior. unpublished/NIPS workshop on hierarchical organization of behavior.
    • Reynolds, J. (2007). Computational, behavioral, neuro-imaging methods investigating the hierarchical organization of pfc and goal-oriented behavior. unpublished/NIPS workshop on hierarchical organization of behavior.
  • 37
    • 34547995502 scopus 로고    scopus 로고
    • A computational model of event segmentation from perceptual prediction
    • Reynolds J.R., Zacks J.M., and Braver T.S. A computational model of event segmentation from perceptual prediction. Cognitive Science 31 4 (2007) 613-643
    • (2007) Cognitive Science , vol.31 , Issue.4 , pp. 613-643
    • Reynolds, J.R.1    Zacks, J.M.2    Braver, T.S.3
  • 38
    • 0032888001 scopus 로고    scopus 로고
    • Language acquisition in the absence of explicit negative evidence: How important is starting small?
    • Rohde D.L.T., and Plaut D.C. Language acquisition in the absence of explicit negative evidence: How important is starting small?. Cognition 72 1 (1999) 67-109
    • (1999) Cognition , vol.72 , Issue.1 , pp. 67-109
    • Rohde, D.L.T.1    Plaut, D.C.2
  • 39
    • 0031336564 scopus 로고    scopus 로고
    • Shaping robot behavior using principles from instrumental conditioning
    • Saksida L.M., Raymond S.M., and Touretzky D.S. Shaping robot behavior using principles from instrumental conditioning. Robotics and Autonomous Systems 22 3 (1997) 231-249
    • (1997) Robotics and Autonomous Systems , vol.22 , Issue.3 , pp. 231-249
    • Saksida, L.M.1    Raymond, S.M.2    Touretzky, D.S.3
  • 40
    • 0032286784 scopus 로고    scopus 로고
    • Shaping: The link between rats and robots
    • Savage T. Shaping: The link between rats and robots. Connection Science 10 3 (1998) 321-340
    • (1998) Connection Science , vol.10 , Issue.3 , pp. 321-340
    • Savage, T.1
  • 41
    • 0035545047 scopus 로고    scopus 로고
    • Shaping: A multiple contingencies analysis and its relevance to behaviour-based robotics
    • Savage T. Shaping: A multiple contingencies analysis and its relevance to behaviour-based robotics. Connection Science 13 3 (2001) 199-234
    • (2001) Connection Science , vol.13 , Issue.3 , pp. 199-234
    • Savage, T.1
  • 42
    • 0025869143 scopus 로고
    • Deficits in strategy application following frontal lobe damage in man
    • Shallice T., and Burgess P.W. Deficits in strategy application following frontal lobe damage in man. Brain 114 2 (1991) 727-741
    • (1991) Brain , vol.114 , Issue.2 , pp. 727-741
    • Shallice, T.1    Burgess, P.W.2
  • 43
    • 59649112711 scopus 로고    scopus 로고
    • Sheffield, F. (1965). Relation between classical conditioning and instrumental learning. In W. F. Prokasy, (Ed.), Classical conditioning: A symposium. Appleton-Century-Crofts, 302-322.
    • Sheffield, F. (1965). Relation between classical conditioning and instrumental learning. In W. F. Prokasy, (Ed.), Classical conditioning: A symposium. Appleton-Century-Crofts, 302-322.
  • 44
    • 0001027894 scopus 로고
    • Transfer of learning by composing solutions of elemental sequential tasks
    • Singh S.P. Transfer of learning by composing solutions of elemental sequential tasks. Machine Learning 8 (1992) 323-339
    • (1992) Machine Learning , vol.8 , pp. 323-339
    • Singh, S.P.1
  • 45
    • 0004168373 scopus 로고
    • The behavior of organisms: An experimental analysis
    • Skinner B.F. The behavior of organisms: An experimental analysis. Appleton-Century-Crofts (1938)
    • (1938) Appleton-Century-Crofts
    • Skinner, B.F.1
  • 46
    • 0033306649 scopus 로고    scopus 로고
    • In vivo evidence for post-adolescent brain maturation in frontal and striatal regions
    • Sowell E.R., Thompson P.M., Holmes C., Jernigan T.L., and Toga A.W. In vivo evidence for post-adolescent brain maturation in frontal and striatal regions. Nature Neuroscience 2 (1999) 859-861
    • (1999) Nature Neuroscience , vol.2 , pp. 859-861
    • Sowell, E.R.1    Thompson, P.M.2    Holmes, C.3    Jernigan, T.L.4    Toga, A.W.5
  • 47
    • 0030639211 scopus 로고    scopus 로고
    • Language-naive chimpanzees (Pan troglodytes) judge relations between relations in a conceptual matching-to-sample task
    • Thompson R., Oden D., and Boysen S. Language-naive chimpanzees (Pan troglodytes) judge relations between relations in a conceptual matching-to-sample task. Journal of Experimental Psychology: Animal Behavior Processes 23 1 (1997) 31-43
    • (1997) Journal of Experimental Psychology: Animal Behavior Processes , vol.23 , Issue.1 , pp. 31-43
    • Thompson, R.1    Oden, D.2    Boysen, S.3
  • 48
    • 59649121823 scopus 로고    scopus 로고
    • Watkins, C. J. C. H. (1989). Learning from delayed rewards. Ph.D. Thesis, Cambridge, UK.
    • Watkins, C. J. C. H. (1989). Learning from delayed rewards. Ph.D. Thesis, Cambridge, UK.
  • 49
    • 84989993724 scopus 로고
    • Auto-maintenance in the pigeon: Sustained pecking despite contingent non-reinforcement
    • Williams D.R., and Williams H. Auto-maintenance in the pigeon: Sustained pecking despite contingent non-reinforcement. Journal of the Experimental Analysis of Behavior 12 4 (1969) 511-520
    • (1969) Journal of the Experimental Analysis of Behavior , vol.12 , Issue.4 , pp. 511-520
    • Williams, D.R.1    Williams, H.2
  • 50
    • 20444388016 scopus 로고    scopus 로고
    • Uncertainty, neuromodulation, and attention
    • Yu A.J., and Dayan P. Uncertainty, neuromodulation, and attention. Neuron 46 (2005) 681-692
    • (2005) Neuron , vol.46 , pp. 681-692
    • Yu, A.J.1    Dayan, P.2


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