{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,28]],"date-time":"2026-10-28T17:07:24Z","timestamp":1793207244824,"version":"4.5.0"},"publisher-location":"Berlin, Heidelberg","reference-count":15,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540424376","type":"print"},{"value":"9783540446408","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2001]]},"DOI":"10.1007\/3-540-44640-0_4","type":"book-chapter","created":{"date-parts":[[2007,6,18]],"date-time":"2007-06-18T10:01:57Z","timestamp":1182160917000},"page":"37-51","source":"Crossref","is-referenced-by-count":9,"title":["Probability-Enhanced Predictions in the Anticipatory Classifier System"],"prefix":"10.1007","author":[{"given":"Martin V.","family":"Butz","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David E.","family":"Goldberg","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wolfgang","family":"Stolzmann","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2001,8,24]]},"reference":[{"key":"4_CR1","unstructured":"Butz, M. V., Goldberg, D. E., & Stolzmann, W. (1999). New challenges for an Anticipatory Classi_er System: Hard problems and possible solutions (Il-liGAL report 99019). University of Illinois at Urbana-Champaign: Illinois Genetic Algorithms Laboratory."},{"key":"4_CR2","first-page":"34","volume-title":"Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2000)","author":"M. V. Butz","year":"2000","unstructured":"Butz, M. V., Goldberg, D. E., & Stolzmann, W. (2000). Introducing a genetic generalization pressure to the anticipatory classifier system: Part 1-theoretical approach. In Whitely, D., Goldberg, D. E., Cantu-Paz, E., Spector, L., Parmee, I., & Beyer, H.-G. (Eds.), Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2000) pp. 34\u201341. San Francisco, CA: Morgan Kaufmann."},{"key":"4_CR3","first-page":"1","volume-title":"Proceedings of an International Conference on Genetic Algorithms and their Applications","author":"J. H. Holland","year":"1985","unstructured":"Holland, J. H. (1985). Properties of the bucket brigade algorithm. In Proceedings of an International Conference on Genetic Algorithms and their Applications pp. 1\u20137. Carnegie-Mellon University, Pittsburgh, PA: John J. Grefenstette."},{"key":"4_CR4","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/3729.001.0001","volume-title":"Induction: Processes of inference, learning, and discovery","author":"J. H. Holland","year":"1986","unstructured":"Holland, J. H., Holyoak, K. J., Nisbett, R. E., & Thagard, P. R. (1986). Induction: Processes of inference, learning, and discovery. Cambridge, MA: MIT Press."},{"key":"4_CR5","first-page":"418","volume-title":"Proceedings of the Seventh International Conference on Genetic Algorithm","author":"P. L. Lanzi","year":"1997","unstructured":"Lanzi, P. L. (1997). A study of the generalization capabilities of XCS. In Baeck, T. (Ed.), Proceedings of the Seventh International Conference on Genetic Algorithm pp. 418\u2013425. San Francisco, California: Morgan Kaufmann."},{"key":"4_CR6","first-page":"353","volume-title":"Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-99)","author":"P. L. Lanzi","year":"1999","unstructured":"Lanzi, P. L. (1999). An extension to the XCS classifier system for stochastic environments. In Banzhaf, W., Daida, J., Eiben, A. E., Garzon, M. H., Honavar, V., Jakiela, M., & Smith, R. E. (Eds.), Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-99) pp. 353\u2013360. San Francisco, CA: Morgan Kaufmann."},{"key":"4_CR7","volume-title":"Antizipative Classifier Systeme [Anticipatory classifier systems]","author":"W. Stolzmann","year":"1997","unstructured":"Stolzmann, W. (1997). Antizipative Classifier Systeme [Anticipatory classifier systems]. Osnabrueck, Germany: Shaker Verlag, Aachen, Germany."},{"key":"4_CR8","first-page":"658","volume-title":"Genetic Programming\u2019 98","author":"W. Stolzmann","year":"1998","unstructured":"Stolzmann, W. (1998). Anticipatory classifier systems. In Koza, J. R., Banzhaf, W., Chellapilla, K., Deb, K., Dorigo, M., Fogel, D. B., Garzon, M. H., Goldberg, D. E., Iba, H., & Riolo, R. (Eds.), Genetic Programming\u2019 98 pp. 658\u2013664. San Francisco: Morgan Kaufmann."},{"key":"4_CR9","series-title":"LNAI","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1007\/3-540-45027-0_9","volume-title":"Learning Classifier Systems: From Foundations to Applications","author":"W. Stolzmann","year":"2000","unstructured":"Stolzmann, W. (2000). An introduction to anticipatory classifier systems. In Lanzi, P. L., Stolzmann, W., & Wilson, S. W. (Eds.), Learning Classifier Systems: From Foundations to Applications, LNAI 1813 pp. 175\u2013194. Berlin: Springer-Verlag."},{"key":"4_CR10","series-title":"LNAI","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1007\/3-540-45027-0_16","volume-title":"Learning Classifier Systems: From Foundations to Applications","author":"W. Stolzmann","year":"2000","unstructured":"Stolzmann, W., & Butz, M. V. (2000). Latent learning and action-planning in robots with Anticipatory Classifier Systems. In Lanzi, P. L., Stolzmann, W., & Wilson, S. W. (Eds.), Learning Classifier Systems: From Foundations to Applications, LNAI 1813 pp. 301\u2013317. Berlin: Springer-Verlag."},{"key":"4_CR11","doi-asserted-by":"crossref","first-page":"287","DOI":"10.7551\/mitpress\/3120.003.0031","volume-title":"From Animals to Animats 6: Proceedings of the Sixth International Conference on Simulation of Adaptive Behavior","author":"W. Stolzmann","year":"2000","unstructured":"Stolzmann, W., Butz, M. V., Hoffmann, J., & Goldberg, D. E. (2000). First cognitive capabilities in the anticipatory classifier system. In Meyer, J.-A., Berthoz, A., Floreano, D., Roitblat, H., & Wilson, S. W. (Eds.), From Animals to Animats 6: Proceedings of the Sixth International Conference on Simulation of Adaptive Behavior pp. 287\u2013296. Cambridge, MA: MIT press."},{"issue":"3","key":"4_CR12","first-page":"272","volume":"8","author":"C. J. C. H. Watkins","year":"1992","unstructured":"Watkins, C. J. C. H., & Dayan, P. (1992). Q-learning. Machine Learning, 8(3), 272\u2013292.","journal-title":"Machine Learning"},{"issue":"1","key":"4_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1162\/evco.1994.2.1.1","volume":"2","author":"S. W. Wilson","year":"1994","unstructured":"Wilson, S. W. (1994). ZCS: A zeroth level classifier system. Evolutionary Computation, 2(1), 1\u201318.","journal-title":"Evolutionary Computation"},{"issue":"2","key":"4_CR14","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1162\/evco.1995.3.2.149","volume":"3","author":"S. W. Wilson","year":"1995","unstructured":"Wilson, S. W. (1995). Classifier fitness based on accuracy. Evolutionary Computation, 3(2), 149\u2013175.","journal-title":"Evolutionary Computation"},{"key":"4_CR15","first-page":"665","volume-title":"Genetic Programming 1998: Proceedings of the Third Annual Conference","author":"S. W. Wilson","year":"1998","unstructured":"Wilson, S. W. (1998). Generalization in the XCS classifier system. In Koza, J. R., Banzhaf, W., Chellapilla, K., Deb, K., Dorigo, M., Fogel, D. B., Garzon, M. H., Goldberg, D. E., Iba, H., & Riolo, R. (Eds.), Genetic Programming 1998: Proceedings of the Third Annual Conference pp. 665\u2013674. San Francisco: Morgan Kaufmann."}],"container-title":["Lecture Notes in Computer Science","Advances in Learning Classifier Systems"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-44640-0_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,17]],"date-time":"2025-01-17T08:33:19Z","timestamp":1737102799000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-44640-0_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2001]]},"ISBN":["9783540424376","9783540446408"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/3-540-44640-0_4","relation":{},"ISSN":["0302-9743"],"issn-type":[{"value":"0302-9743","type":"print"}],"subject":[],"published":{"date-parts":[[2001]]}}}