{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T05:56:58Z","timestamp":1725429418960},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2007,8,23]],"date-time":"2007-08-23T00:00:00Z","timestamp":1187827200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Nat Comput"],"published-print":{"date-parts":[[2009,3]]},"DOI":"10.1007\/s11047-007-9055-7","type":"journal-article","created":{"date-parts":[[2007,8,22]],"date-time":"2007-08-22T12:21:29Z","timestamp":1187785289000},"page":"57-99","source":"Crossref","is-referenced-by-count":10,"title":["A learning classifier system for mazes with aliasing clones"],"prefix":"10.1007","volume":"8","author":[{"given":"Zhanna V.","family":"Zatuchna","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anthony J.","family":"Bagnall","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2007,8,23]]},"reference":[{"key":"9055_CR3","unstructured":"Arai S, Sycara K (2001) Credit assignment method for learning effective stochastic policies in uncertain domain. In: Spector L, Goodman ED, Wu A, Langdon WB, Voigt H-M, Gen M, Sen S, Dorigo M, Pezeshk S, Garzon MH, Burke E (eds) Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2001), pp 815\u2013822. San Francisco, California, USA, 7\u201311 2001. Morgan Kaufmann"},{"key":"9055_CR4","doi-asserted-by":"crossref","unstructured":"Bagnall AJ, Smith GD (2005) A multi-agent model of the UK market in electricity generation. IEEE Trans Evol Comput 9(5)","DOI":"10.1109\/TEVC.2005.850264"},{"key":"9055_CR5","doi-asserted-by":"crossref","unstructured":"Bagnall AJ, Zatuchna ZV (2005) On the classification of maze problems. In: Bull L, Kovacs T (eds) Foundations of Learning Classifier Systems. Springer, pp 307\u2013316","DOI":"10.1007\/11319122_12"},{"key":"9055_CR6","doi-asserted-by":"crossref","unstructured":"Browne W, Scott D (2005) An abstraction agorithm for genetics-based reinforcement learning. In: Beyer H-G, et\u00a0al (eds) GECCO 2005: proceedings of the 2005 conference on genetic and evolutionary computation, vol 2, pp 1875\u20131882, 25\u201329 June 2005, ACM Press, Washington, DC, USA","DOI":"10.1145\/1068009.1068325"},{"key":"9055_CR7","unstructured":"Bull L (2002) Lookahead latent learning in ZCS. In: Langdon WB, Cant\u00fa-Paz E, Mathias K, Roy R, Davis D, Poli R, Balakrishnan K, Honavar V, Rudolph G, Wegener J, Bull L, Potter MA, Schultz AC, Miller JF, Burke E, Jonoska N (eds) GECCO 2002: proceedings of the genetic and evolutionary computation conference, pp 897\u2013904, 9\u201313 July 2002. Morgan Kaufmann Publishers, New York"},{"key":"9055_CR8","unstructured":"Bull L, Hurst J (2001) ZCS: theory and practice. Technical Report 01-001, UWE Learning Classifier Systems Group"},{"issue":"2","key":"9055_CR9","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1162\/106365602320169848","volume":"10","author":"L Bull","year":"2002","unstructured":"Bull L, Hurst J (2002) ZCS redux. Evol Comput 10(2):185\u2013205","journal-title":"Evol Comput"},{"key":"9055_CR10","unstructured":"Bull L, Hurst J (2003) A neural Learning Classifier System with self-adaptive constructivism. Technical report, University of the West of England"},{"key":"9055_CR11","unstructured":"Butz MV, Goldberg DE, Stolzmann W (2000) Probability-enhanced predictions in the Anticipatory Classifier System. In: Proceedings of the International Workshop on Learning Classifier Systems (IWLCS-2000), in the joint workshops of SAB 2000 and PPSN 2000 [1]. Extended abstract"},{"key":"9055_CR12","unstructured":"Cassandra AR, Kaelbling LP, Littman ML (1994) Acting optimally in partially observable stochastic domains. In: Proceedings of the twelfth national conference on artificial intelligence (AAAI-94), vol 2, pp 1023\u20131028. MIT Press"},{"issue":"2","key":"9055_CR13","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1177\/105971239400300201","volume":"3","author":"D Cliff","year":"1994","unstructured":"Cliff D, Ross S (1994) Adding temporary memory to ZCS. Adapt Behav 3(2):101\u2013150","journal-title":"Adapt Behav"},{"key":"9055_CR14","volume-title":"Vorhersage und Erkenntnis","author":"J Hoffman","year":"1993","unstructured":"Hoffman J (1993) Vorhersage und Erkenntnis. Gottingen, Hogrefe"},{"key":"9055_CR15","volume-title":"Pattern-directed inference systems","author":"JH Holland","year":"1978","unstructured":"Holland JH, Reitman JS (1978) Cognitive systems based on adaptive algorithms. In: Waterman DA, Hayes-Roth F (eds) Pattern-directed inference systems. Academic Press, New York"},{"key":"9055_CR16","doi-asserted-by":"crossref","unstructured":"Hurst J, Bull L (2000) A self-adaptive Classifier System. In: Lanzi PL [1], pp 70\u201379. Extended abstract","DOI":"10.1007\/3-540-44640-0_6"},{"key":"9055_CR17","unstructured":"Lanzi PL (1997a) A model of the environment to avoid local learning (an analysis of the generalization mechanism of XCS). Technical Report 97.46, Politecnico di Milano. Department of Electronic Engineering and Information Sciences. http:\/\/ftp.elet.polimi.it\/people\/lanzi\/report46.ps.gz"},{"key":"9055_CR18","unstructured":"Lanzi PL (1997b) Solving problems in partially observable environments with Classifier Systems (Experiments on adding memory to XCS). Technical Report 97.45, Politecnico di Milano. Department of Electronic Engineering and Information Sciences. http:\/\/ftp.elet.polimi.it\/people\/lanzi\/report45.ps.gz"},{"key":"9055_CR19","unstructured":"Lanzi PL (1997c) A study of the generalization capabilities of XCS. In: B\u00e4ck T (ed) Proceedings of the 7th International Conference on Genetic Algorithms (ICGA97), pp 418\u2013425. Morgan Kaufmann, http:\/\/ftp.elet.polimi.it\/people\/lanzi\/icga97.ps.gz"},{"key":"9055_CR20","unstructured":"Lanzi PL (1998) An analysis of the memory mechanism of XCSM. In: Koza JR, Banzhaf W, Chellapilla K, Deb K, Dorigo M, Fogel DB, Garzon MH, Goldberg DE, Iba H, Riolo R (eds) Genetic programming 1998: proceedings of the third annual conference, pp 643\u2013651. Morgan Kaufmann, http:\/\/ftp.elet.polimi.it\/people\/lanzi\/gp98.ps.gz"},{"key":"9055_CR21","unstructured":"Lanzi PL, Wilson SW (1999) Optimal Classifier System performance in non-Markov environments. Technical Report 99.36, Dipartimento di Elettronica e Informazione \u2013 Politecnico di Milano"},{"key":"9055_CR22","doi-asserted-by":"crossref","unstructured":"Littman ML (1992) An optimization-based categorization of reinforcement learning environments. In: Roitblatand J-AMH (ed) From animals to animats 2: proceedings of the second international conference on simulation of adaptive behavior. The MIT Press\/Bradford Books","DOI":"10.7551\/mitpress\/3116.003.0037"},{"key":"9055_CR23","doi-asserted-by":"crossref","unstructured":"Littman ML (1995) Learning policies for partially observable environments: scaling up. In: Proceedings of the twelfth international conference on machine learning","DOI":"10.1016\/B978-1-55860-377-6.50052-9"},{"key":"9055_CR24","doi-asserted-by":"crossref","unstructured":"Lorenz K (1935) Der kumpan in der umwelt des vogels. J Ornithol 137\u2013215","DOI":"10.1007\/BF01905355"},{"key":"9055_CR2","unstructured":"Maze material for AgentP (2005) http:\/\/www.cmp.uea.ac.uk\/Research\/ kdd\/projects.php?project=17"},{"key":"9055_CR25","doi-asserted-by":"crossref","unstructured":"McCallum AR (1993) Overcoming incomplete perception with utile distinction memory. In: The proceedings of the tenth international machine learning conference","DOI":"10.1016\/B978-1-55860-307-3.50031-9"},{"key":"9055_CR26","unstructured":"M\u00e9tivier M, Lattaud C (2002) Anticipatory Classifier System using behavioral sequences in non-Markov environments. In: IWLCS, pp 143\u2013162"},{"key":"9055_CR27","doi-asserted-by":"crossref","unstructured":"Miyazaki K, Kobayashi S (1999) Proposal for an algorithm to improve a rational policy in POMDPs. In: Proc of international conference on Systems, Man and Cybernetics (SMC 99), pp 492\u2013497","DOI":"10.1109\/ICSMC.1999.815600"},{"key":"9055_CR28","doi-asserted-by":"crossref","unstructured":"O\u2019Hara T, Bull L (2005) A memetic accuracy-based neural Learning Classifier System. In: Proceedings of the IEEE congress on evolutionary computation, pp 2040\u20132045. IEEE","DOI":"10.1109\/CEC.2005.1554946"},{"key":"9055_CR29","volume-title":"Conditioned reflexes","author":"IP Pavlov","year":"1927","unstructured":"Pavlov IP (1927) Conditioned reflexes. Oxford University Press, London"},{"key":"9055_CR1","unstructured":"Proceedings of the International Workshop on Learning Classifier Systems (IWLCS-2000), in the joint workshops of SAB 2000 and PPSN 2000 (2000). Pier Luca Lanzi, Wolfgang Stolzmann and Stewart W. Wilson (workshop organisers)"},{"key":"9055_CR30","volume-title":"Science and human behavior","author":"BF Skinner","year":"1953","unstructured":"Skinner BF (1953) Science and human behavior. Macmillan, New York"},{"key":"9055_CR31","doi-asserted-by":"crossref","unstructured":"Stolzmann W (2000) An introduction to Anticipatory Classifier Systems. In: Stolzmann W, Lanzi PL, Wilson SW (eds) Learning Classifier Systems, from foundations to applications. Springer-Verlag, pp 175\u2013194","DOI":"10.1007\/3-540-45027-0_9"},{"key":"9055_CR32","unstructured":"Studley M, Bull L (2005) Using the XCS classifier system for multi-objective reinforcement learning problems. Technical report, University of the West of England"},{"key":"9055_CR33","unstructured":"Thorndike EL (1911) Animal intelligence. Hafner, Darien, CT"},{"issue":"3","key":"9055_CR34","first-page":"272","volume":"8","author":"CJCH Watkins","year":"1992","unstructured":"Watkins CJCH, Dayan P (1992) Q-learning. Mach Learn 8(3):272\u2013292","journal-title":"Mach Learn"},{"key":"9055_CR35","doi-asserted-by":"crossref","unstructured":"Wertheimer M (1938) Laws of organization in perceptual forms. In: A source book of gestalt psychology. Routledge and Kegan Paul, London, pp 71\u201388","DOI":"10.1037\/11496-005"},{"key":"9055_CR36","doi-asserted-by":"crossref","unstructured":"Wilson SW (1990) The animat path to AI. In: Meyer JA, Wilson SW (eds) From animals to animats 1. Proceedings of the first international conference on Simulation of Adaptive Behavior (SAB90), pp 15\u201321. A Bradford book. MIT Press, http:\/\/prediction-dynamics.com\/","DOI":"10.7551\/mitpress\/3115.003.0004"},{"issue":"1","key":"9055_CR37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1162\/evco.1994.2.1.1","volume":"2","author":"SW Wilson","year":"1994","unstructured":"Wilson SW (1994) ZCS: a zeroth level Classifier System. Evol Comput 2(1):1\u201318","journal-title":"Evol Comput"},{"issue":"2","key":"9055_CR38","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1162\/evco.1995.3.2.149","volume":"3","author":"SW Wilson","year":"1995","unstructured":"Wilson SW (1995) Classifier fitness based on accuracy. Evol Comput 3(2):149\u2013175","journal-title":"Evol Comput"},{"key":"9055_CR39","doi-asserted-by":"crossref","unstructured":"Zatuchna ZV (2004) AgentP model: Learning Classifier System with Associative Perception. In: Yao X et\u00a0al (eds) Proceedings of the Parallel Problem Solving from Nature Conference (PPSN), vol 3242, of Lecture Notes in Computer Science, pp 1172\u20131182. Springer","DOI":"10.1007\/978-3-540-30217-9_118"},{"key":"9055_CR40","unstructured":"Zatuchna ZV (2006) AgentP: A Learning Classifier System with Associative Perception in Maze Environments. PhD Thesis, School of Computing Sciences, University of East Anglia"},{"key":"9055_CR41","doi-asserted-by":"crossref","unstructured":"Zatuchna ZV, Bagnall AJ (2005) AgentP classifier system: Self-adjusting vs. Gradual approach. In: Proceedings of the 2005 congress on evolutionary computation, pp 1196\u20131203","DOI":"10.1109\/CEC.2005.1554826"}],"container-title":["Natural Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11047-007-9055-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11047-007-9055-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11047-007-9055-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,17]],"date-time":"2024-02-17T14:14:27Z","timestamp":1708179267000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11047-007-9055-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,8,23]]},"references-count":41,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2009,3]]}},"alternative-id":["9055"],"URL":"https:\/\/doi.org\/10.1007\/s11047-007-9055-7","relation":{},"ISSN":["1567-7818","1572-9796"],"issn-type":[{"value":"1567-7818","type":"print"},{"value":"1572-9796","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007,8,23]]}}}