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Volumn 31, Issue 1-3, 1998, Pages 87-113

Hierarchical Learning of Navigational Behaviors in an Autonomous Robot using a Predictive Sparse Distributed Memory

Author keywords

Autonomous navigation; Basis vectors; Competitive learning; Perceptual aliasing; Predictive sparse distributed memory; Sensorimotor learning; Stochastic hill climbing; Teleoperation

Indexed keywords

DISTRIBUTED COMPUTER SYSTEMS; HIERARCHICAL SYSTEMS; LEARNING SYSTEMS; MARKOV PROCESSES; NAVIGATION; VECTORS; COLLISION AVOIDANCE; COMPUTER SIMULATION; CONTROL SYSTEM SYNTHESIS; MOBILE ROBOTS; MOTION PLANNING; SENSORS; STOCHASTIC CONTROL SYSTEMS;

EID: 0032045146     PISSN: 08856125     EISSN: None     Source Type: Journal    
DOI: 10.1023/a:1007492624519     Document Type: Article
Times cited : (20)

References (54)
  • 1
    • 49649148257 scopus 로고
    • A theory of cerebellar functions
    • Albus, J. (1971). A theory of cerebellar functions. Math. Bio., 10:25-61.
    • (1971) Math. Bio. , vol.10 , pp. 25-61
    • Albus, J.1
  • 3
    • 84977052581 scopus 로고
    • Evolving dynamical neural networks for adaptive behavior
    • Beer, R. & Gallagher, J. (1992). Evolving dynamical neural networks for adaptive behavior. Adaptive Behavior, 1:91-122.
    • (1992) Adaptive Behavior , vol.1 , pp. 91-122
    • Beer, R.1    Gallagher, J.2
  • 4
    • 0022688781 scopus 로고
    • A robust layered control system for a mobile robot
    • Brooks, R. A. (1986). A robust layered control system for a mobile robot. IEEE Journal of Robotics and Automation, 2(1):14-22.
    • (1986) IEEE Journal of Robotics and Automation , vol.2 , Issue.1 , pp. 14-22
    • Brooks, R.A.1
  • 5
    • 0000621802 scopus 로고
    • Multivariable functional interpolation and adaptive networks
    • Broomhead, D. S. & Lowe, D. (1988). Multivariable functional interpolation and adaptive networks. Complex Systems, 2:321-355.
    • (1988) Complex Systems , vol.2 , pp. 321-355
    • Broomhead, D.S.1    Lowe, D.2
  • 9
    • 0001234682 scopus 로고
    • Feudal reinforcement learning
    • Hanson, S., Cowan, J., and Giles, C., editors, San Mateo, CA: Morgan Kaufmann
    • Dayan, P. & Hinton, G. (1993). Feudal reinforcement learning. In Hanson, S., Cowan, J., and Giles, C., editors, Advances in Neural Information Processing Systems 5, pages 271-278. San Mateo, CA: Morgan Kaufmann.
    • (1993) Advances in Neural Information Processing Systems 5 , pp. 271-278
    • Dayan, P.1    Hinton, G.2
  • 10
    • 2342641172 scopus 로고
    • Animate navigation using visual landmarks
    • University of Sussex at Brighton
    • de Bourcier, P. (1993). Animate navigation using visual landmarks. Cognitive Science Research Papers 277, University of Sussex at Brighton.
    • (1993) Cognitive Science Research Papers , vol.277
    • Bourcier, P.1
  • 11
    • 0023365546 scopus 로고
    • Sonar-based real-world mapping and navigation
    • Elfes, A. (1987). Sonar-based real-world mapping and navigation. IEEE Journal of Robotics and Automation, 3:249-265.
    • (1987) IEEE Journal of Robotics and Automation , vol.3 , pp. 249-265
    • Elfes, A.1
  • 17
    • 0011364839 scopus 로고
    • Learning to read aloud: A neural network approach using sparse distributed memory
    • Research Institute for Advanced Computer Science, NASA Ames Research Center
    • Joglekar, U. D. (1989). Learning to read aloud: A neural network approach using sparse distributed memory. Technical Report 89.27, Research Institute for Advanced Computer Science, NASA Ames Research Center.
    • (1989) Technical Report 89.27
    • Joglekar, U.D.1
  • 23
    • 0010814177 scopus 로고
    • Sparse distributed memory and related models
    • Hassoun, M. H., editor, New York: Oxford University Press
    • Kanerva, P. (1993). Sparse distributed memory and related models. In Hassoun, M. H., editor, Associative Neural Memories, pages 50-76. New York: Oxford University Press.
    • (1993) Associative Neural Memories , pp. 50-76
    • Kanerva, P.1
  • 27
    • 84976813028 scopus 로고
    • Learning to coordinate behaviors
    • Maes, P. & Brooks, R. A. (1990). Learning to coordinate behaviors. In Proceedings of AAAI-90, pages 796-802.
    • (1990) Proceedings of AAAI-90 , pp. 796-802
    • Maes, P.1    Brooks, R.A.2
  • 29
    • 0014526073 scopus 로고
    • A theory of cerebellar cortex
    • Marr, D. (1969). A theory of cerebellar cortex. J. Physiol. (London), 202:437-470.
    • (1969) J. Physiol. (London) , vol.202 , pp. 437-470
    • Marr, D.1
  • 30
    • 0026882311 scopus 로고
    • Integration of representation into goal-driven behavior-based robot
    • Mataric, M. (1992). Integration of representation into goal-driven behavior-based robot. IEEE Transactions on Robotics and Automation, 8(3):304-312.
    • (1992) IEEE Transactions on Robotics and Automation , vol.8 , Issue.3 , pp. 304-312
    • Mataric, M.1
  • 31
    • 0030168518 scopus 로고    scopus 로고
    • Hidden state and reinforcement learning with instance-based state identification
    • McCallum, R. A. (1996). Hidden state and reinforcement learning with instance-based state identification. IEEE Trans. on Systems, Man and Cybernetics, 26(3):464-473.
    • (1996) IEEE Trans. on Systems, Man and Cybernetics , vol.26 , Issue.3 , pp. 464-473
    • McCallum, R.A.1
  • 32
    • 0025928162 scopus 로고
    • Distributed spatial coding in the superior colliculus: A review
    • McIlwain, J. T. (1991). Distributed spatial coding in the superior colliculus: A review. Visual Neuroscience, 6:3-13.
    • (1991) Visual Neuroscience , vol.6 , pp. 3-13
    • McIlwain, J.T.1
  • 34
    • 0026009695 scopus 로고
    • Visual homing using an associative memory
    • Nelson, R. C. (1991). Visual homing using an associative memory. Biological Cybernetics, 65:281-291.
    • (1991) Biological Cybernetics , vol.65 , pp. 281-291
    • Nelson, R.C.1
  • 35
    • 0031287712 scopus 로고    scopus 로고
    • Using emergent modularity to develop control systems for mobile robots
    • Nolfi, S. (1997). Using emergent modularity to develop control systems for mobile robots. Adaptive Behavior, 5:343-363.
    • (1997) Adaptive Behavior , vol.5 , pp. 343-363
    • Nolfi, S.1
  • 36
    • 0000415231 scopus 로고
    • Maximum likelihood competitive learning
    • Touretzky, D., editor, San Mateo, CA: Morgan Kaufmann
    • Nowlan, S. (1990). Maximum likelihood competitive learning. In Touretzky, D., editor, Advances in Neural Information Processing Systems 2, pages 574-582. San Mateo, CA: Morgan Kaufmann.
    • (1990) Advances in Neural Information Processing Systems 2 , pp. 574-582
    • Nowlan, S.1
  • 38
    • 0025490985 scopus 로고
    • Networks for approximation and learning
    • Poggio, T. & Girosi, F. (1990). Networks for approximation and learning. Proc. IEEE, 78:1481-1497.
    • (1990) Proc. IEEE , vol.78 , pp. 1481-1497
    • Poggio, T.1    Girosi, F.2
  • 39
    • 0000796434 scopus 로고
    • ALVINN: An autonomous land vehicle in a neural network
    • Touretzky, D., editor, Morgan Kaufmann, San Mateo
    • Pomerleau, D. (1989). ALVINN: An autonomous land vehicle in a neural network. In Touretzky, D., editor, Advances in Neural Information Processing Systems, volume 1, pages 305-313. Morgan Kaufmann, San Mateo.
    • (1989) Advances in Neural Information Processing Systems , vol.1 , pp. 305-313
    • Pomerleau, D.1
  • 40
    • 0003212629 scopus 로고
    • Efficient training of artificial neural networks for autonomous navigation
    • Pomerleau, D. (1991). Efficient training of artificial neural networks for autonomous navigation. Neural Computation, 3(1):88-97.
    • (1991) Neural Computation , vol.3 , Issue.1 , pp. 88-97
    • Pomerleau, D.1
  • 41
    • 2342593581 scopus 로고
    • The modified Kanerva model for automatic speech recognition
    • Prager, R. W. & Fallside, F. (1989). The modified Kanerva model for automatic speech recognition. Computer Speech and Language, 3(1):61-81.
    • (1989) Computer Speech and Language , vol.3 , Issue.1 , pp. 61-81
    • Prager, R.W.1    Fallside, F.2
  • 43
    • 0344413171 scopus 로고
    • Learning saccadic eye movements using multiscale spatial filters
    • Tesauro, G., Touretzky, D. S., and Leen, T. K., editors, Cambridge, MA: MIT Press
    • Rao, R. P. N. & Ballard, D. H. (1995b). Learning saccadic eye movements using multiscale spatial filters. In Tesauro, G., Touretzky, D. S., and Leen, T. K., editors, Advances in Neural Information Processing Systems 7, pages 893-900. Cambridge, MA: MIT Press.
    • (1995) Advances in Neural Information Processing Systems 7 , pp. 893-900
    • Rao, R.P.N.1    Ballard, D.H.2
  • 46
    • 0031570014 scopus 로고    scopus 로고
    • Dynamic model of visual recognition predicts neural response properties in the visual cortex
    • Rao, R. P. N. & Ballard, D. H. (1997). Dynamic model of visual recognition predicts neural response properties in the visual cortex. Neural Computation, 9(4):721-763.
    • (1997) Neural Computation , vol.9 , Issue.4 , pp. 721-763
    • Rao, R.P.N.1    Ballard, D.H.2
  • 47
    • 2342562818 scopus 로고
    • Perceptual homing by an autonomous mobile robot using sparse self-organizing sensory-motor maps
    • Rao, R. P. N. & Fuentes, O. (1995). Perceptual homing by an autonomous mobile robot using sparse self-organizing sensory-motor maps. In Proceedings of World Congress on Neural Networks (WCNN), pages II380-II383.
    • (1995) Proceedings of World Congress on Neural Networks (WCNN)
    • Rao, R.P.N.1    Fuentes, O.2
  • 49
    • 0343322328 scopus 로고
    • Predicting weather using a genetic memory: A combination of Kanerva's sparse distributed memory and Holland's genetic algorithms
    • Touretzky, D. S., editor, Morgan Kaufmann
    • Rogers, D. (1990). Predicting weather using a genetic memory: A combination of Kanerva's sparse distributed memory and Holland's genetic algorithms. In Touretzky, D. S., editor, Advances in Neural Information Processing Systems 2, pages 455-464. Morgan Kaufmann.
    • (1990) Advances in Neural Information Processing Systems 2 , pp. 455-464
    • Rogers, D.1
  • 50
    • 0001027894 scopus 로고
    • Transfer of learning by composing solutions of elemental sequential tasks
    • Singh, S. (1992). Transfer of learning by composing solutions of elemental sequential tasks. Machine Learning, 8:323-339.
    • (1992) Machine Learning , vol.8 , pp. 323-339
    • Singh, S.1
  • 51
    • 0028204733 scopus 로고
    • Learning goal-directed sensory-based navigation of a mobile robot
    • Tani, J. & Fukumura, N. (1994). Learning goal-directed sensory-based navigation of a mobile robot. Neural Networks, 7(3):553-563.
    • (1994) Neural Networks , vol.7 , Issue.3 , pp. 553-563
    • Tani, J.1    Fukumura, N.2
  • 52
    • 0002557085 scopus 로고
    • Learning to perceive and act by trial and error
    • Whitehead, S. & Ballard, D. (1991). Learning to perceive and act by trial and error. Machine Learning, 7(1):45-83.
    • (1991) Machine Learning , vol.7 , Issue.1 , pp. 45-83
    • Whitehead, S.1    Ballard, D.2
  • 54
    • 0026821121 scopus 로고
    • Competitive learning and soft competition for vector quantizer design
    • Yair, E., Zeger, K., & Gersho, A. (1992). Competitive learning and soft competition for vector quantizer design. IEEE Trans. Signal Processing, 40(2):294-309.
    • (1992) IEEE Trans. Signal Processing , vol.40 , Issue.2 , pp. 294-309
    • Yair, E.1    Zeger, K.2    Gersho, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.