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Volumn 1, Issue 3, 2009, Pages 155-169

R-IAC: Robust intrinsically motivated exploration and active learning

Author keywords

Active learning; Artificial curiosity; Developmental robotics; Exploration; Intrinsic motivation; Sensorimotor learning

Indexed keywords

ACTIVE LEARNING; ACTIVE-LEARNING ALGORITHM; CONTROL SCHEMES; DEVELOPMENTAL MECHANISMS; DEVELOPMENTAL ROBOTICS; DEVELOPMENTAL STAGE; FORWARD MODELS; INTRINSIC MOTIVATION; OPEN SOURCES; SELF-ORGANIZE;

EID: 77955701366     PISSN: 19430604     EISSN: None     Source Type: Journal    
DOI: 10.1109/TAMD.2009.2037513     Document Type: Article
Times cited : (117)

References (63)
  • 1
    • 0035951444 scopus 로고    scopus 로고
    • Autonomous mental development by robots and animals
    • J. Weng, J. McClelland, A. Pentland, and O. Sporns et al., "Autonomous mental development by robots and animals," Science, vol.291, pp. 599-600, 2001.
    • (2001) Science , vol.291 , pp. 599-600
    • Weng, J.1    McClelland, J.2    Pentland, A.3    Sporns, O.4
  • 3
    • 34047173490 scopus 로고    scopus 로고
    • On learning, representing, and generalizing a task in a humanoid robot
    • DOI 10.1109/TSMCB.2006.886952, Special Issue on Robot Learning by Observation, Demonstration and Imitation
    • S. Calinon, F. Guenter, and A. Billard, "On learning, representing and generalizing a task in a humanoid robot," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol.37, no.2, pp. 286-298, Mar. 2007. (Pubitemid 46523219)
    • (2007) IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics , vol.37 , Issue.2 , pp. 286-298
    • Calinon, S.1    Guenter, F.2    Billard, A.3
  • 5
    • 14344251217 scopus 로고    scopus 로고
    • Apprenticeship learning via inverse reinforcement learning
    • Alberta, Canada
    • P. Abbeel and A. Y. Ng, "Apprenticeship learning via inverse reinforcement learning," in Proc. 21st Int. Conf. Mach. Learn., Alberta, Canada, 2004, pp. 1-8.
    • (2004) Proc. 21st Int. Conf. Mach. Learn. , pp. 1-8
    • Abbeel, P.1    Ng, A.Y.2
  • 8
    • 63149159130 scopus 로고    scopus 로고
    • A survey of robot learning from demonstration
    • B. Argall, S. Chernova, and M. Veloso, "A survey of robot learning from demonstration," Robot. Autonom. Syst., vol.57, no.5, pp. 469-483, 2009.
    • (2009) Robot. Autonom. Syst. , vol.57 , Issue.5 , pp. 469-483
    • Argall, B.1    Chernova, S.2    Veloso, M.3
  • 11
    • 38949215776 scopus 로고    scopus 로고
    • The robot in the crib: A developmental analysis of imitation skills in infants and robots
    • Y. Demiris and A. Meltzoff, "The robot in the crib: A developmental analysis of imitation skills in infants and robots," Inf. Child Develop., vol.17, pp. 43-53, 2008.
    • (2008) Inf. Child Develop. , vol.17 , pp. 43-53
    • Demiris, Y.1    Meltzoff, A.2
  • 12
    • 34047152757 scopus 로고    scopus 로고
    • Incremental learning of tasks from user demonstrations, past experiences, and vocal comments
    • Mar.
    • M. Pardowitz, S. Knoop, R. D. Zollner, and R. Dillmann, "Incremental learning of tasks from user demonstrations, past experiences, and vocal comments," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol.37, no.2, pp. 322-332, Mar. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.37 , Issue.2 , pp. 322-332
    • Pardowitz, M.1    Knoop, S.2    Zollner, R.D.3    Dillmann, R.4
  • 13
    • 33646572517 scopus 로고    scopus 로고
    • Mirror neurons and imitation: A computationally guided review
    • E. Oztop, M. Kawato, and M. Arbib, "Mirror neurons and imitation: A computationally guided review," Neural Netw., vol.19, no.3, pp. 254-271, 2006.
    • (2006) Neural Netw. , vol.19 , Issue.3 , pp. 254-271
    • Oztop, E.1    Kawato, M.2    Arbib, M.3
  • 15
    • 51349120530 scopus 로고    scopus 로고
    • Moving up the food chain: Motivation and emotion in behavior-based robots
    • J. Fellous and M. Arbib, Eds. London, U.K.: Oxford Univ. Press
    • R. C. Arkin, "Moving up the food chain: Motivation and emotion in behavior-based robots," in Who Needs Emotions: The Brain Meets the Robot, J. Fellous and M. Arbib, Eds. London, U.K.: Oxford Univ. Press, 2005, pp. 245-269.
    • (2005) Who Needs Emotions: The Brain Meets the Robot , pp. 245-269
    • Arkin, R.C.1
  • 16
    • 8844227040 scopus 로고    scopus 로고
    • M. Fellous and M. Arbib, Eds., London, U.K.: Oxford Univ. Press
    • M. Fellous and M. Arbib, Eds., Who Needs Emotions: The Brain Meets the Robot. London, U.K.: Oxford Univ. Press, 2005.
    • (2005) Who Needs Emotions: The Brain Meets the Robot
  • 18
    • 16644392133 scopus 로고    scopus 로고
    • From behaviour-based robots to motivation- based robots
    • R. Manzotti and V. Tagliasco, "From behaviour-based robots to motivation- based robots," Robot. Autonom. Syst., vol.51, no.2-3, pp. 175-190, 2005.
    • (2005) Robot. Autonom. Syst. , vol.51 , Issue.2-3 , pp. 175-190
    • Manzotti, R.1    Tagliasco, V.2
  • 19
    • 85166778050 scopus 로고    scopus 로고
    • Incorporating motivation in a hybrid robot architecture
    • A. Stoytchev and R. Arkin, "Incorporating motivation in a hybrid robot architecture," J. Adv. Comput. Intel. Intell. Informat., vol.8, no.3, pp. 269-274, 2004.
    • (2004) J. Adv. Comput. Intel. Intell. Informat. , vol.8 , Issue.3 , pp. 269-274
    • Stoytchev, A.1    Arkin, R.2
  • 20
    • 0037475126 scopus 로고    scopus 로고
    • An ethological and emotional basis for human-robot interaction
    • R. C. Arkin, M. Fujita, T. Takagi, and R. Hasegawa, "An ethological and emotional basis for human-robot interaction," Robot. Autonom. Syst., vol.42, no.3, pp. 191-201, 2003.
    • (2003) Robot. Autonom. Syst. , vol.42 , Issue.3 , pp. 191-201
    • Arkin, R.C.1    Fujita, M.2    Takagi, T.3    Hasegawa, R.4
  • 21
    • 33749411161 scopus 로고
    • Motivation reconsidered: The concept of competence
    • R. White, "Motivation reconsidered: The concept of competence," Psychology, vol.66, pp. 297-333, 1959.
    • (1959) Psychology , vol.66 , pp. 297-333
    • White, R.1
  • 22
    • 0013931617 scopus 로고
    • Curiosity and exploration
    • D. Berlyne, "Curiosity and exploration," Science, vol.153, no.3731, pp. 25-33, 1966.
    • (1966) Science , vol.153 , Issue.3731 , pp. 25-33
    • Berlyne, D.1
  • 24
    • 0037057755 scopus 로고    scopus 로고
    • Getting formal with dopamine and reward
    • W. Schultz, "Getting formal with dopamine and reward," Neuron, vol.36, pp. 241-263, 2002.
    • (2002) Neuron , vol.36 , pp. 241-263
    • Schultz, W.1
  • 25
    • 0037057808 scopus 로고    scopus 로고
    • Reward, motivation and reinforcement learning
    • P. Dayan and B. Balleine, "Reward, motivation and reinforcement learning," Neuron, vol.36, pp. 285-298, 2002.
    • (2002) Neuron , vol.36 , pp. 285-298
    • Dayan, P.1    Balleine, B.2
  • 26
    • 33751184634 scopus 로고    scopus 로고
    • The short-latency dopamine signal: A role in discovering novel actions?
    • P. Redgrave and K. Gurney, "The short-latency dopamine signal: A role in discovering novel actions?," Nature Rev. Neurosci., vol.7, no.12, pp. 967-975, 2006.
    • (2006) Nature Rev. Neurosci. , vol.7 , Issue.12 , pp. 967-975
    • Redgrave, P.1    Gurney, K.2
  • 27
    • 34047267520 scopus 로고    scopus 로고
    • Intrinsic motivation systems for autonomous mental development
    • Apr.
    • P.-Y. Oudeyer, F. Kaplan, and V. Hafner, "Intrinsic motivation systems for autonomous mental development," IEEE Trans. Evol. Comput., vol.11, no.2, pp. 265-286, Apr. 2007.
    • (2007) IEEE Trans. Evol. Comput. , vol.11 , Issue.2 , pp. 265-286
    • Oudeyer, P.-Y.1    Kaplan, F.2    Hafner, V.3
  • 28
    • 33749651693 scopus 로고    scopus 로고
    • Intrinsically motivated learning of hierarchical collections of skills
    • San Diego, CA
    • A. Barto, S. Singh, and N. Chentanez, "Intrinsically motivated learning of hierarchical collections of skills," in Proc. 3rd Int. Conf. Develop. Learn., San Diego, CA, 2004, pp. 112-119.
    • (2004) Proc. 3rd Int. Conf. Develop. Learn. , pp. 112-119
    • Barto, A.1    Singh, S.2    Chentanez, N.3
  • 30
    • 4444277917 scopus 로고    scopus 로고
    • Homeokinetic approach to autonomous learning in mobile robots
    • R. Dillman, R. D. Schraft, and H. Wörn, Eds., Dusseldorf, Germany, VDI
    • R. Der, M. Herrmann, and R. Liebscher, "Homeokinetic approach to autonomous learning in mobile robots," in Proc. Robotik, R. Dillman, R. D. Schraft, and H. Wörn, Eds., Dusseldorf, Germany, 2002, pp. 301-306, VDI.
    • (2002) Proc. Robotik , pp. 301-306
    • Der, R.1    Herrmann, M.2    Liebscher, R.3
  • 31
    • 13844281871 scopus 로고    scopus 로고
    • Bringing up robot: Fundamental mechanisms for creating a self-motivated, self-organizing architecture
    • D. S. Blank, D. Kumar, L. Meeden, and J. Marshall, "Bringing up robot: Fundamental mechanisms for creating a self-motivated, self-organizing architecture," Cybern. Syst., vol.36, no.2, pp. 125-150, 2005.
    • (2005) Cybern. Syst. , vol.36 , Issue.2 , pp. 125-150
    • Blank, D.S.1    Kumar, D.2    Meeden, L.3    Marshall, J.4
  • 32
    • 23144448134 scopus 로고    scopus 로고
    • Novelty and reinforcement learning in the value system of developmental robots
    • Edinburgh, Scotland, Aug. 10-11
    • X. Huang and J. Weng, "Novelty and reinforcement learning in the value system of developmental robots," in Proc. 2nd Int. Workshop Epig. Robot.: Modeling Cogn. Develop. Robot. Syst., Edinburgh, Scotland, Aug. 10-11, 2002, pp. 47-55.
    • (2002) Proc. 2nd Int. Workshop Epig. Robot.: Modeling Cogn. Develop. Robot. Syst. , pp. 47-55
    • Huang, X.1    Weng, J.2
  • 33
    • 0026306990 scopus 로고
    • Curious model-building control systems
    • Singapore
    • J. Schmidhuber, "Curious model-building control systems," in Proc. Int. Joint Conf. Neural Netw., Singapore, 1991, vol.2, pp. 1458-1463.
    • (1991) Proc. Int. Joint Conf. Neural Netw. , vol.2 , pp. 1458-1463
    • Schmidhuber, J.1
  • 34
    • 33745619780 scopus 로고    scopus 로고
    • Discovering communication
    • P.-Y. Oudeyer and F. Kaplan, "Discovering communication," Connect. Sci., vol.18, no.2, pp. 189-206, 2006.
    • (2006) Connect. Sci. , vol.18 , Issue.2 , pp. 189-206
    • Oudeyer, P.-Y.1    Kaplan, F.2
  • 35
    • 38049093767 scopus 로고    scopus 로고
    • Evolution and learning in an intrinsically motivated reinforcement learning robot
    • M. Schembri, M. Mirolli, and G. Baldassarre, "Evolution and learning in an intrinsically motivated reinforcement learning robot," in Proc. Euro. Conf. Artif. Life, 2007, pp. 294-303.
    • (2007) Proc. Euro. Conf. Artif. Life , pp. 294-303
    • Schembri, M.1    Mirolli, M.2    Baldassarre, G.3
  • 36
    • 37149029204 scopus 로고    scopus 로고
    • Intrinsically motivated machines
    • Festschrift, M. Lungarella, F. Iida, J. Bongard, and R. Pfeifer, Eds. : Springer-Verlag, LNAI
    • F. Kaplan and P.-Y. Oudeyer, "Intrinsically motivated machines," in 50 Years of AI, Festschrift, M. Lungarella, F. Iida, J. Bongard, and R. Pfeifer, Eds. : Springer-Verlag, 2007, vol.4850, LNAI, pp. 304-315.
    • (2007) 50 Years of AI , vol.4850 , pp. 304-315
    • Kaplan, F.1    Oudeyer, P.-Y.2
  • 42
    • 33947363572 scopus 로고    scopus 로고
    • Active learning in neural networks
    • Berlin, Germany: Physica-Verlag GmbH
    • M. Hasenjager and H. Ritter, "Active learning in neural networks," in New Learning Paradigms in Soft Computing. Berlin, Germany: Physica-Verlag GmbH, 2002, pp. 137-169.
    • (2002) New Learning Paradigms in Soft Computing , pp. 137-169
    • Hasenjager, M.1    Ritter, H.2
  • 44
    • 0002891388 scopus 로고    scopus 로고
    • LWPR: An O(n) algorithm for incremental real time learning in high dimensional space
    • Stanford, CA
    • S. Vijayakumar and S. Schaal, "LWPR: An O(n) algorithm for incremental real time learning in high dimensional space," in Proc. 17th Int. Conf. Mach. Learn., Stanford, CA, 2000, pp. 1079-1086.
    • (2000) Proc. 17th Int. Conf. Mach. Learn. , pp. 1079-1086
    • Vijayakumar, S.1    Schaal, S.2
  • 46
    • 38649095925 scopus 로고    scopus 로고
    • Learning to control in operational space
    • J. Peters and S. Schaal, "Learning to control in operational space," Int. J. Robot. Res., vol.27, pp. 197-212, 2008.
    • (2008) Int. J. Robot. Res. , vol.27 , pp. 197-212
    • Peters, J.1    Schaal, S.2
  • 47
    • 76249123343 scopus 로고    scopus 로고
    • Control of redundant robots using learned models: An operational space control approach
    • Piscataway, NJ
    • C. Salaün, V. Padois, and O. Sigaud, "Control of redundant robots using learned models: An operational space control approach," in Proc. IEEE Int. Conf. Intell. Robots Syst., Piscataway, NJ, 2009, pp. 878-885.
    • (2009) Proc. IEEE Int. Conf. Intell. Robots Syst. , pp. 878-885
    • Salaün, C.1    Padois, V.2    Sigaud, O.3
  • 48
    • 74049134505 scopus 로고    scopus 로고
    • Learning inverse dynamics by Gaussian process regression under the multi-task learning framework
    • G. S. Sukhatme, Ed. New York: Springer-Verlag
    • D. Y. Yeung and Y. Zhang, "Learning inverse dynamics by Gaussian process regression under the multi-task learning framework," in The Path to Autonomous Robots, G. S. Sukhatme, Ed. New York: Springer-Verlag, 2009, pp. 131-142.
    • (2009) The Path to Autonomous Robots , pp. 131-142
    • Yeung, D.Y.1    Zhang, Y.2
  • 49
    • 0005892848 scopus 로고
    • Solving inverse problems using an em approach to density estimation
    • M. C. Mozer, P. Smolensky, D. S. Toureztky, J. L. Elman, and A. S. Weigend, Eds. Hillsdale, NJ: Erlbaum Associates
    • Z. Ghahramani, "Solving inverse problems using an EM approach to density estimation," in Proc. 1993 Connectionist Models Summer School, M. C. Mozer, P. Smolensky, D. S. Toureztky, J. L. Elman, and A. S. Weigend, Eds. Hillsdale, NJ: Erlbaum Associates, 1993, pp. 316-323.
    • (1993) Proc. 1993 Connectionist Models Summer School , pp. 316-323
    • Ghahramani, Z.1
  • 52
    • 33750276122 scopus 로고    scopus 로고
    • Analysis of approximate nearest neighbor searching with clustered point sets, data structures, near neighbor searches, and methodology
    • M. H. Goldwasser, D. S. Johnson, and C. C. McGeoch, Eds., DIMACS Series in Discr. Math. and Theor. Comput. Sci., AMS
    • S. Maneewongvatana and D. M. Mount, "Analysis of approximate nearest neighbor searching with clustered point sets, data structures, near neighbor searches, and methodology," in Fifth and Sixth DIMACS Implementation Challenges, M. H. Goldwasser, D. S. Johnson, and C. C. McGeoch, Eds., 2002, vol.59, DIMACS Series in Discr. Math. and Theor. Comput. Sci., pp. 105-123, AMS.
    • (2002) Fifth and Sixth DIMACS Implementation Challenges , vol.59 , pp. 105-123
    • Maneewongvatana, S.1    Mount, D.M.2
  • 53
    • 36348999309 scopus 로고    scopus 로고
    • A visual bag of words method for interactive qualitative localization and mapping
    • D. Filliat, "A visual bag of words method for interactive qualitative localization and mapping," in Proc. Int. Conf. Robot. Autom., 2007, pp. 3921-3926.
    • (2007) Proc. Int. Conf. Robot. Autom. , pp. 3921-3926
    • Filliat, D.1
  • 54
    • 0030106027 scopus 로고    scopus 로고
    • A robotics toolbox for matlab
    • Sep.
    • P. I. Corke, "A robotics toolbox for matlab," IEEE Robot. Autom. Mag., vol.1, no.3, pp. 24-32, Sep. 2006.
    • (2006) IEEE Robot. Autom. Mag. , vol.1 , Issue.3 , pp. 24-32
    • Corke, P.I.1
  • 56
    • 0344033852 scopus 로고    scopus 로고
    • From visuo-motor self learning to early imitation-a neural architecture for humanoid learning
    • Y. Kuniyoshi, Y. Yorozu, M. Inaba, and H. Inoue, "From visuo-motor self learning to early imitation-a neural architecture for humanoid learning," in Proc. IEEE Int. Conf. Robot. Autom., 2003, vol.3, pp. 3132-3139.
    • (2003) Proc. IEEE Int. Conf. Robot. Autom. , vol.3 , pp. 3132-3139
    • Kuniyoshi, Y.1    Yorozu, Y.2    Inaba, M.3    Inoue, H.4
  • 57
    • 79953140427 scopus 로고    scopus 로고
    • Cognitive processes in imitation: Overview and computational approaches
    • O. Sigaud and J. Peters, Eds. New York: Springer LNCS, (unpublished)
    • M. Lopes, F. Mello, L. Montesano, and J. Santos-Victor, "Cognitive processes in imitation: Overview and computational approaches," in From Motor to Interaction Learning in Robots, O. Sigaud and J. Peters, Eds. New York: Springer LNCS, (unpublished).
    • From Motor to Interaction Learning in Robots
    • Lopes, M.1    Mello, F.2    Montesano, L.3    Santos-Victor, J.4
  • 58
    • 46249122873 scopus 로고    scopus 로고
    • Experiments in socially guided exploration: Lessons learned in building robots that learn with and without human teachers
    • A. L. Thomaz and C. Breazeal, "Experiments in socially guided exploration: Lessons learned in building robots that learn with and without human teachers," Connect. Sci., vol. 20, no. 2&3, pp. 91-110, 2008.
    • (2008) Connect. Sci. , vol.20 , Issue.2-3 , pp. 91-110
    • Thomaz, A.L.1    Breazeal, C.2
  • 60
    • 77955697094 scopus 로고    scopus 로고
    • Gaussian mixture regression and its application in robotics
    • D. Koch and A. Billard, "Gaussian mixture regression and its application in robotics," in Proc. Workshop Regress. Robot., 2009.
    • (2009) Proc. Workshop Regress. Robot.
    • Koch, D.1    Billard, A.2
  • 61
    • 69549095956 scopus 로고    scopus 로고
    • Local Gaussian processes regression for real-time model-based robot control
    • Piscataway, NJ
    • D. Nguyen-Tuong and J. Peters, "Local Gaussian processes regression for real-time model-based robot control," in Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., Piscataway, NJ, 2008, pp. 380-385.
    • (2008) Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst. , pp. 380-385
    • Nguyen-Tuong, D.1    Peters, J.2
  • 62
    • 74049134505 scopus 로고    scopus 로고
    • Learning inverse dynamics by Gaussian process regression under the multi-task learning framework
    • G. S. Sukhatme, Ed. New York: Springer-Verlag
    • D. Y. Yeung and Y. Zhang, "Learning inverse dynamics by Gaussian process regression under the multi-task learning framework," in The Path to Autonomous Robots, G. S. Sukhatme, Ed. New York: Springer-Verlag, 2009, pp. 131-142.
    • (2009) The Path to Autonomous Robots , pp. 131-142
    • Yeung, D.Y.1    Zhang, Y.2


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