caa a22 4500 467950261 CHVBK 20180323165702.0 cr unu---uuuuu 170328e19901001xx s 000 0 eng 10.1023/A:1022681708029 doi (NATIONALLICENCE)springer-10.1023/A:1022681708029 (NATIONALLICENCE)springer-10.1007/BF00116878 Goldberg David The University of Alabama, 35487., Tuscaloosa, AL aut Probability Matching, the Magnitude of Reinforcement, and Classifier System Bidding [Elektronische Daten] [David Goldberg] This paper juxtaposes the probability matching paradox of decision theory and the magnitude of reinforcement problem of animal learning theory to show that simple classifier system bidding structures are unable to match the range of behaviors required in the deterministic and probabilistic problems faced by real cognitive systems. The inclusion of a variance-sensitive bidding (VSB) mechanism is suggested, analyzed, and simulated to enable good bidding performance over a wide range of nonstationary probabilistic and deterministic environments. Kluwer Academic Publishers, 1990 Classifier systems nationallicence genetics-based machine learning nationallicence credit assignment nationallicence conflict resolution nationallicence Machine Learning Kluwer Academic Publishers-Plenum Publishers 5/4(1990-10-01), 407-425 0885-6125 5:4<407 1990 5 10994 https://doi.org/10.1023/A:1022681708029 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1022681708029 text/html Onlinezugriff via DOI NATIONALLICENCE 100 1- Goldberg David The University of Alabama, 35487., Tuscaloosa, AL aut NATIONALLICENCE 773 0- Machine Learning Kluwer Academic Publishers-Plenum Publishers 5/4(1990-10-01), 407-425 0885-6125 5:4<407 1990 5 10994 NATIONALLICENCE 856 40 https://doi.org/10.1007/BF00116878 text/html Onlinezugriff via DOI NATIONALLICENCE 100 1- Goldberg David The University of Alabama, 35487, Tuscaloosa, AL aut NATIONALLICENCE 773 0- Machine Learning Kluwer Academic Publishers 5/4(1990-10-01), 407-425 0885-6125 5:4<407 1990 5 10994 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer NATIONALLICENCE NATIONALLICENCE NL-springer