caa a22 4500 467947570 CHVBK 20180323165701.0 cr unu---uuuuu 170328e19901001xx s 000 0 eng 10.1007/BF00116876 doi (NATIONALLICENCE)springer-10.1007/BF00116876 (NATIONALLICENCE)springer-10.1023/A:1022677607120 Learning sequential decision rules using simulation models and competition [Elektronische Daten] [John Grefenstette, Connie Ramsey, Alan Schultz] The problem of learning decision rules for sequential tasks is addressed, focusing on the problem of learning tactical decision rules from a simple flight simulator. The learning method relies on the notion of competition and employs genetic algorithms to search the space of decision policies. Several experiments are presented that address issues arising from differences between the simulation model on which learning occurs and the target environment on which the decision rules are ultimately tested. Kluwer Academic Publishers, 1990 Sequential decision rules nationallicence competition-based learning nationallicence genetic algorithms nationallicence Grefenstette John Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut Ramsey Connie Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut Schultz Alan Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut Machine Learning Kluwer Academic Publishers 5/4(1990-10-01), 355-381 0885-6125 5:4<355 1990 5 10994 https://doi.org/10.1007/BF00116876 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/BF00116876 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Grefenstette John Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut NATIONALLICENCE 700 1- Ramsey Connie Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut NATIONALLICENCE 700 1- Schultz Alan Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, 20375-5000, Washington, DC aut NATIONALLICENCE 773 0- Machine Learning Kluwer Academic Publishers 5/4(1990-10-01), 355-381 0885-6125 5:4<355 1990 5 10994 NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1022677607120 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Grefenstette John Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, 20375-5000., Washington, DC aut NATIONALLICENCE 700 1- Ramsey Connie Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, 20375-5000., Washington, DC aut NATIONALLICENCE 700 1- Schultz Alan Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, 20375-5000., Washington, DC aut NATIONALLICENCE 773 0- Machine Learning Kluwer Academic Publishers-Plenum Publishers 5/4(1990-10-01), 355-381 0885-6125 5:4<355 1990 5 10994 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer NATIONALLICENCE NATIONALLICENCE NL-springer