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Volumn 2016-November, Issue , 2016, Pages 3928-3934

Stable reinforcement learning with autoencoders for tactile and visual data

Author keywords

[No Author keywords available]

Indexed keywords

FEEDBACK; INTELLIGENT ROBOTS; LEARNING SYSTEMS; REINFORCEMENT LEARNING; ROBOTS; VISUAL COMMUNICATION; VISUAL SERVOING;

EID: 85006416116     PISSN: 21530858     EISSN: 21530866     Source Type: Conference Proceeding    
DOI: 10.1109/IROS.2016.7759578     Document Type: Conference Paper
Times cited : (158)

References (36)
  • 1
    • 84884276459 scopus 로고    scopus 로고
    • Reinforcement learning in robotics: A survey
    • J. Kober, J. A. Bagnell, and J. Peters, "Reinforcement learning in robotics: A survey", Int. J. Robotics Research, vol. 11, no. 32, pp. 1238-1274, 2013.
    • (2013) Int. J. Robotics Research , vol.11 , Issue.32 , pp. 1238-1274
    • Kober, J.1    Bagnell, J.A.2    Peters, J.3
  • 3
    • 84893561637 scopus 로고    scopus 로고
    • Acquiring visual servoing reaching and grasping skills using neural reinforcement learning
    • T. Lampe and M. Riedmiller, "Acquiring visual servoing reaching and grasping skills using neural reinforcement learning", in IJCNN, 2013.
    • (2013) IJCNN
    • Lampe, T.1    Riedmiller, M.2
  • 4
    • 84938227861 scopus 로고    scopus 로고
    • Towards learning hierarchical skills for multi-phase manipulation tasks
    • O. Kroemer, C. Daniel, G. Neumann, H. van Hoof, and J. Peters, "Towards learning hierarchical skills for multi-phase manipulation tasks", in ICRA, 2015.
    • (2015) ICRA
    • Kroemer, O.1    Daniel, C.2    Neumann, G.3    Van Hoof, H.4    Peters, J.5
  • 5
    • 84455188451 scopus 로고    scopus 로고
    • Learning force control policies for compliant manipulation
    • M. Kalakrishnan, L. Righetti, P. Pastor, and S. Schaal, "Learning force control policies for compliant manipulation", in IROS, 2011.
    • (2011) IROS
    • Kalakrishnan, M.1    Righetti, L.2    Pastor, P.3    Schaal, S.4
  • 6
    • 0034291488 scopus 로고    scopus 로고
    • Control of contact via tactile sensing
    • H. Zhang and N. Chen, "Control of contact via tactile sensing", Trans. Robotics and Automation, vol. 16, no. 5, pp. 482-495, 2000.
    • (2000) Trans. Robotics and Automation , vol.16 , Issue.5 , pp. 482-495
    • Zhang, H.1    Chen, N.2
  • 7
    • 84929223521 scopus 로고    scopus 로고
    • Limits to compliance and the role of tactile sensing in grasping
    • L. Jentoft, Q. Wan, and R. Howe, "Limits to compliance and the role of tactile sensing in grasping", in ICRA, 2014, pp. 6394-6399.
    • (2014) ICRA , pp. 6394-6399
    • Jentoft, L.1    Wan, Q.2    Howe, R.3
  • 8
    • 78651516759 scopus 로고    scopus 로고
    • Contact-reactive grasping of objects with partial shape information
    • K. Hsiao, S. Chitta, M. Ciocarlie, and E. Jones, "Contact-reactive grasping of objects with partial shape information", in IROS, 2010.
    • (2010) IROS
    • Hsiao, K.1    Chitta, S.2    Ciocarlie, M.3    Jones, E.4
  • 10
    • 35248866146 scopus 로고    scopus 로고
    • An introduction to reinforcement learning theory: Value function methods
    • Springer Berlin Heidelberg
    • P. L. Bartlett, "An introduction to reinforcement learning theory: Value function methods", in Advanced lectures on Machine Learning. Springer Berlin Heidelberg, 2003, pp. 184-202.
    • (2003) Advanced Lectures on Machine Learning , pp. 184-202
    • Bartlett, P.L.1
  • 11
    • 84911470116 scopus 로고    scopus 로고
    • Learning robot tactile sensing for object manipulation
    • Y. Chebotar, O. Kroemer, and J. Peters, "Learning robot tactile sensing for object manipulation", in IROS, 2014, pp. 3368-3375.
    • (2014) IROS , pp. 3368-3375
    • Chebotar, Y.1    Kroemer, O.2    Peters, J.3
  • 12
    • 77955426970 scopus 로고    scopus 로고
    • Combining active learning and reactive control for robot grasping
    • O. Kroemer, R. Detry, J. Piater, and J. Peters, "Combining active learning and reactive control for robot grasping", Robotics and Autonomous Syst., vol. 58, no. 9, pp. 1105-1116, 2010.
    • (2010) Robotics and Autonomous Syst. , vol.58 , Issue.9 , pp. 1105-1116
    • Kroemer, O.1    Detry, R.2    Piater, J.3    Peters, J.4
  • 14
    • 67650835709 scopus 로고    scopus 로고
    • Learning perceptual coupling for motor primitives
    • J. Kober, B. Mohler, and J. Peters, "Learning perceptual coupling for motor primitives", in IROS, 2008, pp. 834-839.
    • (2008) IROS , pp. 834-839
    • Kober, J.1    Mohler, B.2    Peters, J.3
  • 15
    • 84962230791 scopus 로고    scopus 로고
    • Learning of non-parametric control policies with high-dimensional state features
    • H. van Hoof, J. Peters, and G. Neumann, "Learning of non-parametric control policies with high-dimensional state features", in AISTATS, 2015.
    • (2015) AISTATS
    • Van Hoof, H.1    Peters, J.2    Neumann, G.3
  • 16
  • 17
    • 56449089103 scopus 로고    scopus 로고
    • Extracting and composing robust features with denoising autoencoders
    • P. Vincent, H. Larochelle, Y. Bengio, and P.-A. Manzagol, "Extracting and composing robust features with denoising autoencoders", in ICML, 2008, pp. 1096-1103.
    • (2008) ICML , pp. 1096-1103
    • Vincent, P.1    Larochelle, H.2    Bengio, Y.3    Manzagol, P.-A.4
  • 18
    • 69349090197 scopus 로고    scopus 로고
    • Learning deep architectures for AI
    • Y. Bengio, "Learning deep architectures for AI", Found. Trends Mach. Learn., vol. 2, no. 1, pp. 1-127, 2009.
    • (2009) Found. Trends Mach. Learn. , vol.2 , Issue.1 , pp. 1-127
    • Bengio, Y.1
  • 19
    • 85083952489 scopus 로고    scopus 로고
    • Auto-encoding variational Bayes
    • D. P. Kingma and M. Welling, "Auto-encoding variational Bayes", in ICLR, 2014.
    • (2014) ICLR
    • Kingma, D.P.1    Welling, M.2
  • 20
    • 84962243554 scopus 로고    scopus 로고
    • Efficient movement representation by embedding dynamic movement primitives in deep autoencoders
    • N. Chen, J. Bayer, S. Urban, and P. van der Smagt, "Efficient movement representation by embedding dynamic movement primitives in deep autoencoders", in Humanoids, 2015.
    • (2015) Humanoids
    • Chen, N.1    Bayer, J.2    Urban, S.3    Van Der Smagt, P.4
  • 21
    • 85006369951 scopus 로고    scopus 로고
    • Learn to swing up and balance a real pole based on raw visual input data
    • J. Mattner, S. Lange, and M. Riedmiller, "Learn to swing up and balance a real pole based on raw visual input data", in ICONIP, 2012.
    • (2012) ICONIP
    • Mattner, J.1    Lange, S.2    Riedmiller, M.3
  • 25
    • 84865083902 scopus 로고    scopus 로고
    • Autonomous reinforcement learning on raw visual input data in a real world application
    • S. Lange, M. Riedmiller, and A. Voigtländer, "Autonomous reinforcement learning on raw visual input data in a real world application", in IJCNN, 2012.
    • (2012) IJCNN
    • Lange, S.1    Riedmiller, M.2    Voigtländer, A.3
  • 26
    • 33646687423 scopus 로고    scopus 로고
    • Neural fitted Q iteration-first experiences with a data efficient neural reinforcement learning method
    • M. Riedmiller, "Neural fitted Q iteration-first experiences with a data efficient neural reinforcement learning method", in ECML, 2005.
    • (2005) ECML
    • Riedmiller, M.1
  • 32
    • 84965129327 scopus 로고    scopus 로고
    • Embed to control: A locally linear latent dynamics model for control from raw images
    • M. Watter, J. T. Springenberg, J. Boedecker, and M. Riedmiller, "Embed to control: A locally linear latent dynamics model for control from raw images", in NIPS, 2015, pp. 2728-2736.
    • (2015) NIPS , pp. 2728-2736
    • Watter, M.1    Springenberg, J.T.2    Boedecker, J.3    Riedmiller, M.4
  • 34
    • 77958569725 scopus 로고    scopus 로고
    • Relative entropy policy search
    • J. Peters, K. Mülling, and Y. Altün, "Relative entropy policy search", in AAAI, 2010, pp. 1607-1612.
    • (2010) AAAI , pp. 1607-1612
    • Peters, J.1    Mülling, K.2    Altün, Y.3
  • 36
    • 77953218689 scopus 로고    scopus 로고
    • Random features for large-scale kernel machines
    • A. Rahimi and B. Recht, "Random features for large-scale kernel machines", in NIPS, 2007, pp. 1177-1184.
    • (2007) NIPS , pp. 1177-1184
    • Rahimi, A.1    Recht, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.