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Volumn 71, Issue 2-3, 2006, Pages 323-349

Reinforcement learning with approximation spaces

Author keywords

Approximation space; Ecosystem; Ethology; Monte Carlo method; Reinforcement learning; Rough sets; Swarm

Indexed keywords

APPROXIMATION THEORY; CONTROL SYSTEMS; ECOSYSTEMS; HUMAN COMPUTER INTERACTION; KNOWLEDGE BASED SYSTEMS; MONTE CARLO METHODS; PATTERN MATCHING; ROBOTS; ROUGH SET THEORY;

EID: 33745163231     PISSN: 01692968     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (45)

References (59)
  • 1
    • 9444221427 scopus 로고    scopus 로고
    • Rough set methods in approximation of hierarchical concepts
    • Lecture Notes in Artificial Intelligence 3066, Springer, Heidelberg
    • Bazan, J., Hoa Nguyen, S., Son Nguyen, H., Skowron, A.: Rough set methods in approximation of hierarchical concepts. Proc. of RSCTC'2004, Lecture Notes in Artificial Intelligence 3066, Springer, Heidelberg, 2004, 346-355.
    • (2004) Proc. of RSCTC'2004 , pp. 346-355
    • Bazan, J.1    Hoa Nguyen, S.2    Son Nguyen, H.3    Skowron, A.4
  • 4
    • 0001226619 scopus 로고
    • The geometry of proximity I
    • Efremovič, V.A.: The geometry of proximity I, Mat. Sb. 31(73), 1952, 189-200.
    • (1952) Mat. Sb. , vol.31 , Issue.73 , pp. 189-200
    • Efremovič, V.A.1
  • 6
    • 0346242001 scopus 로고    scopus 로고
    • Ph.D. Thesis, Supervisor: A.Zelinsky, Department of Systems Engineering, The Australian National University
    • Gaskett, C: Q-Learning for Robot Control. Ph.D. Thesis, Supervisor: A.Zelinsky, Department of Systems Engineering, The Australian National University, 2002.
    • (2002) Q-learning for Robot Control
    • Gaskett, C.1
  • 7
    • 36849053349 scopus 로고    scopus 로고
    • Rough validity, confidence, and coverage of rules in approximation spaces
    • Gomolinska, A.: Rough validity, confidence, and coverage of rules in approximation spaces, Transactions on Rough Sets III, 2005, 57-81
    • (2005) Transactions on Rough Sets III , pp. 57-81
    • Gomolinska, A.1
  • 12
    • 0004007050 scopus 로고
    • Cambridge University Press, Cambridge, UK
    • nd Ed., Cambridge University Press, Cambridge, UK, 1979, 1996.
    • (1979) nd Ed.
    • Lehner, P.N.1
  • 13
    • 33745134181 scopus 로고
    • Foundations of the general theory of sets
    • S.J. Surma, J.T. Srzednicki, D.I. Barnett, V.F. Rickey (Eds.), 2 vols., Kluwer Academic Pub., Dordrecht
    • Lesniewski, S.: Foundations of the General Theory of Sets. In: S.J. Surma, J.T. Srzednicki, D.I. Barnett, V.F. Rickey (Eds.), S. Lesniewski, Collected Works, 2 vols., Kluwer Academic Pub., Dordrecht, vol. 1, 1992, 129-173.
    • (1992) S. Lesniewski, Collected Works , vol.1 , pp. 129-173
    • Lesniewski, S.1
  • 14
    • 33745165006 scopus 로고    scopus 로고
    • Research Report CIL02.11052005, Computational Intelligence Laboratory, Department of Electrical and Computer Engineering, University of Manitoba, 11 April
    • Lockery, D.:Reinforcement Learning Methods. Research Report CIL02.11052005, Computational Intelligence Laboratory, Department of Electrical and Computer Engineering, University of Manitoba, 11 April 2005.
    • (2005) Reinforcement Learning Methods
    • Lockery, D.1
  • 16
    • 12344320641 scopus 로고    scopus 로고
    • Collective and cooperative group behaviours: Biologically inspired experiments in robotics
    • th Int. Symp. on Experimental Robotics (ISER'95). Springer-Verlag, Berlin
    • th Int. Symp. on Experimental Robotics (ISER'95), Lecture Notes in Control and Information Sciences, 223. Springer-Verlag, Berlin, 1997, 3-10.
    • (1997) Lecture Notes in Control and Information Sciences , vol.223 , pp. 3-10
    • Martinoli, A.1    Mondada, F.2
  • 18
    • 33745179640 scopus 로고
    • Monte-Carlo method
    • M. Hazelwinkel(Ed.), Kluwer Aca. Pub., Dordrecht
    • Mikhailov, G.A.: Monte-Carlo method. In: M. Hazelwinkel(Ed.), Encyclopedia of Mathematics, 4, Kluwer Aca. Pub., Dordrecht, 1995.
    • (1995) Encyclopedia of Mathematics , vol.4
    • Mikhailov, G.A.1
  • 21
    • 0004217651 scopus 로고    scopus 로고
    • Doctoral Thesis, superisor: Bogdan S. Chlebus, Faculty of Mathematics, Computer Science and Mechanics, Warsaw University, July
    • Nguyen Thi, S.H.: Regularity Analysis and Its Applications in Data Mining, Doctoral Thesis, superisor: Bogdan S. Chlebus, Faculty of Mathematics, Computer Science and Mechanics, Warsaw University, July 1999.
    • (1999) Regularity Analysis and Its Applications in Data Mining
    • Nguyen Thi, S.H.1
  • 22
    • 33847754891 scopus 로고
    • Semantics of vague concepts. Applications of rough sets
    • Institute for Computer Science, March
    • Orłowska, E.: Semantics of Vague Concepts. Applications of Rough Sets. Institute for Computer Science, Polish Academy of Sciences Report 469, March 1982
    • (1982) Polish Academy of Sciences Report , vol.469
    • Orłowska, E.1
  • 23
    • 0344180063 scopus 로고
    • Classification of Objects by Means of Attributes
    • Institute for Computer Science, March
    • Pawlak Z.: Classification of Objects by Means of Attributes. Institute for Computer Science, Polish Academy of Sciences Report 429, March 1981
    • (1981) Polish Academy of Sciences Report , vol.429
    • Pawlak, Z.1
  • 24
    • 33847737971 scopus 로고
    • Rough Sets
    • Institute for Computer Science, March
    • Pawlak Z.: Rough Sets. Institute for Computer Science, Polish Academy of Sciences Report 431, March 1981
    • (1981) Polish Academy of Sciences Report , vol.431
    • Pawlak, Z.1
  • 26
    • 0003397496 scopus 로고
    • Theory and Decision Library, Series D: System Theory, Knowledge Engineering and Problem Solving, Kluwer Academic Pub., Dordrecht
    • Pawlak Z.: Rough Sets. Theoretical Reasoning about Data, Theory and Decision Library, Series D: System Theory, Knowledge Engineering and Problem Solving, vol. 9, Kluwer Academic Pub., Dordrecht, 1991.
    • (1991) Rough Sets. Theoretical Reasoning about Data , vol.9
    • Pawlak, Z.1
  • 28
    • 33745132815 scopus 로고    scopus 로고
    • Measuring acceptance of intelligent system models
    • M. Gh. Negoita et al. (Eds.), Knowledge-Based Intelligent Information and Engineering Systems
    • Peters, J.F., Ramanna, S.: Measuring acceptance of intelligent system models. In: M. Gh. Negoita et al. (Eds.), Knowledge-Based Intelligent Information and Engineering Systems, Lecture Notes in Artificial Intelligence, 3213, Part I, 2004, 764-771.
    • (2004) Lecture Notes in Artificial Intelligence , vol.3213 , Issue.1 PART , pp. 764-771
    • Peters, J.F.1    Ramanna, S.2
  • 29
    • 33645990758 scopus 로고    scopus 로고
    • Approximation spaces for hierarchical intelligent behavioral system models
    • B.D.-Kepliçz, A. Jankowski, A. Skowron, M. Szczuka (Eds.), Monitoring, Security and Rescue Techniques in Multiagent Systems, Physica-Verlag, Heidelberg
    • Peters, J.F.: Approximation spaces for hierarchical intelligent behavioral system models. In: B.D.-Kepliçz, A. Jankowski, A. Skowron, M. Szczuka (Eds.), Monitoring, Security and Rescue Techniques in Multiagent Systems, Advances in Soft Computing, Physica-Verlag, Heidelberg, 2004, 13-30.
    • (2004) Advances in Soft Computing , pp. 13-30
    • Peters, J.F.1
  • 30
    • 36949021089 scopus 로고    scopus 로고
    • Rough ethology: Towards a biologically-inspired study of collective behavior in intelligent systems with approximation spaces
    • LNCS 3400
    • Peters, J.F.: Rough ethology: Towards a Biologically-Inspired Study of Collective Behavior in Intelligent Systems with Approximation Spaces. Transactions on Rough Sets, III, LNCS 3400, 2005, 153-174.
    • (2005) Transactions on Rough Sets , vol.3 , pp. 153-174
    • Peters, J.F.1
  • 31
    • 2342552770 scopus 로고    scopus 로고
    • Rough sets and information granulation
    • Bilgic, T., Baets, D., Kaynak, O. (Eds.), Tenth Int. Fuzzy Systems Assoc. World Congress IFSA, Instanbul, Turkey, Physica-Verlag, Heidelberg
    • Peters, J.F., Skowron, A., Synak, P., Ramanna, S.: Rough sets and information granulation. In: Bilgic, T., Baets, D., Kaynak, O. (Eds.), Tenth Int. Fuzzy Systems Assoc. World Congress IFSA, Instanbul, Turkey, Lecture Notes in Artificial Intelligence 2715, Physica-Verlag, Heidelberg, 2003, 370-377.
    • (2003) Lecture Notes in Artificial Intelligence , vol.2715 , pp. 370-377
    • Peters, J.F.1    Skowron, A.2    Synak, P.3    Ramanna, S.4
  • 32
    • 33645281252 scopus 로고    scopus 로고
    • Line-crawling robot navigation: A rough neurocomputing approach
    • C. Zhou, D. Maravall, D. Ruan (Eds.), Autonomous Robotic Systems. Physica-Verlag, Heidelberg
    • Peters, J.F., Ahn, T.C., Borkowski, M., Degtyaryov, V., Ramanna, S.: Line-crawling robot navigation: A rough neurocomputing approach. In: C. Zhou, D. Maravall, D. Ruan (Eds.), Autonomous Robotic Systems. Studies in Fuzziness and Soft Computing 116, Physica-Verlag, Heidelberg, 2003, 141-164.
    • (2003) Studies in Fuzziness and Soft Computing , vol.116 , pp. 141-164
    • Peters, J.F.1    Ahn, T.C.2    Borkowski, M.3    Degtyaryov, V.4    Ramanna, S.5
  • 33
    • 33645978549 scopus 로고    scopus 로고
    • Rough ethograms: Study of intelligent system behavior
    • M.A. Kłopotek, S. Wierzchoń, K. Trojanowski (Eds.), Gdańsk, Poland, June 13-16
    • Peters, J.F., Henry, C., Ramanna, S.: Rough Ethograms: Study of Intelligent System Behavior. In: M.A. Kłopotek, S. Wierzchoń, K. Trojanowski (Eds.), New Trends in Intelligent Information Processing and Web Mining (IIS05), Gdańsk, Poland, June 13-16 2005, 117-126.
    • (2005) New Trends in Intelligent Information Processing and Web Mining (IIS05) , pp. 117-126
    • Peters, J.F.1    Henry, C.2    Ramanna, S.3
  • 37
    • 33745127830 scopus 로고    scopus 로고
    • Monte Carlo off-policy reinforcement learning: A rough set approach
    • Rio de Janeiro, Brazil, 06-09 Nov.
    • Peters, J.F., Lockery, D.,Ramanna, S.: Monte Carlo off-policy reinforcement learning: A rough set approach. In:Proc. Fifth Int. Conf. on Hybrid Intelligent Systems, Rio de Janeiro, Brazil, 06-09 Nov. 2005, 187-192.
    • (2005) Proc. Fifth Int. Conf. on Hybrid Intelligent Systems , pp. 187-192
    • Peters, J.F.1    Lockery, D.2    Ramanna, S.3
  • 38
    • 33745121661 scopus 로고    scopus 로고
    • Approximation spaces in off-policy Monte Carlo learning
    • Plenary paper in T. Burczynski, W. Cholewa, W. Moczulski (Eds.), Gliwice
    • Peters, J.F.: Approximation spaces in off-policy Monte Carlo learning. Plenary paper in T. Burczynski, W. Cholewa, W. Moczulski (Eds.), Recent Methods in Artificial Intelligence Methods, AI-METH Series, Gliwice, 2005, 139-144.
    • (2005) Recent Methods in Artificial Intelligence Methods, AI-METH Series , pp. 139-144
    • Peters, J.F.1
  • 41
    • 33645830429 scopus 로고    scopus 로고
    • Rough sets in knowledge discovery 2
    • Polkowski, L., Skowron, A.: (Eds.), Springer-Verlag,Heidelberg
    • Polkowski, L., Skowron, A.: (Eds.), Rough Sets in Knowledge Discovery 2, Studies in Fuzziness and Soft Computing 19. Springer-Verlag,Heidelberg, 1998.
    • (1998) Studies in Fuzziness and Soft Computing , vol.19
  • 46
    • 0003677359 scopus 로고
    • Ph.D. Thesis, supervisor: Mahesan Niranjan, Trinity College, University of Cambridge, 26 July
    • Rummery, G.A.: Problem Solving with Reinforcement Learning, Ph.D. Thesis, supervisor: Mahesan Niranjan, Trinity College, University of Cambridge, 26 July 1995.
    • (1995) Problem Solving with Reinforcement Learning
    • Rummery, G.A.1
  • 47
    • 33745152078 scopus 로고
    • Lin, T.Y.,Wildberger, A.M. (Eds.), Soft Computing, Simulation Councils, San Diego
    • Skowron, A., Stepaniuk, J.: Generalized approximation spaces. In: Lin, T.Y.,Wildberger, A.M. (Eds.), Soft Computing, Simulation Councils, San Diego, 1995, 18-21
    • (1995) Generalized Approximation Spaces , pp. 18-21
    • Skowron, A.1    Stepaniuk, J.2
  • 49
    • 24044541404 scopus 로고    scopus 로고
    • Rough sets and vague concepts
    • Skowron, A.: Rough sets and vague concepts, Fundamenta Informaticae, 64(1-4),2004, 417-431.
    • (2004) Fundamenta Informaticae , vol.64 , Issue.1-4 , pp. 417-431
    • Skowron, A.1
  • 50
    • 33645292351 scopus 로고    scopus 로고
    • Modelling complex patterns by information systems
    • Skowron, A., Bazan J., Stepaniuk, J.: Modelling complex patterns by information systems, Fundamenta Informaticae, 67(1-3), 2005, 203-217.
    • (2005) Fundamenta Informaticae , vol.67 , Issue.1-3 , pp. 203-217
    • Skowron, A.1    Bazan, J.2    Stepaniuk, J.3
  • 53
    • 33847202724 scopus 로고
    • Learning to predict by the methods of temporal differences
    • Sutton, R.S.: Learning to predict by the methods of temporal differences. Machine Learning, 3, 1988, 9-44.
    • (1988) Machine Learning , vol.3 , pp. 9-44
    • Sutton, R.S.1
  • 55
    • 0004251901 scopus 로고
    • The Scientific Book Club, London
    • nd Ed., The Scientific Book Club, London, 1953, 1965.
    • (1953) nd Ed.
    • Tinbergen, N.1
  • 58
    • 0004049893 scopus 로고
    • Ph.D. Thesis, supervisor: Richard Young, King's College, University of Cambridge, UK, May
    • Watkins, C.J.C.H.: Learning from Delayed Rewards, Ph.D. Thesis, supervisor: Richard Young, King's College, University of Cambridge, UK, May, 1989.
    • (1989) Learning from Delayed Rewards
    • Watkins, C.J.C.H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.