{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,8,19]],"date-time":"2023-08-19T16:33:12Z","timestamp":1692462792161},"reference-count":9,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2008,10]]},"abstract":"<jats:p>Reinforcement Learning comprises an attractive solution to the problem of coordinating a group of agents in a Multiagent System, due to its robustness for learning in uncertain and unknown environments. This paper proposes a multiagent Reinforcement Learning approach, that uses coordinated actions, which we call strategies and a fusing process to guide the agents. To evaluate the proposed approach, we conduct experiments in the Predator-Prey domain and compare it with other learning techniques. The results demonstrate the efficiency of the proposed approach.<\/jats:p>","DOI":"10.1142\/s0218213008004230","type":"journal-article","created":{"date-parts":[[2008,11,6]],"date-time":"2008-11-06T11:50:07Z","timestamp":1225972207000},"page":"945-962","source":"Crossref","is-referenced-by-count":4,"title":["A HYBRID MULTIAGENT REINFORCEMENT LEARNING APPROACH USING STRATEGIES AND FUSION"],"prefix":"10.1142","volume":"17","author":[{"given":"IOANNIS","family":"Partalas","sequence":"first","affiliation":[{"name":"Department of Informatics, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece"}]},{"given":"IOANNIS","family":"FENERIS","sequence":"additional","affiliation":[{"name":"Department of Informatics, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece"}]},{"given":"IOANNIS","family":"VLAHAVAS","sequence":"additional","affiliation":[{"name":"Department of Informatics, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007518724497"},{"key":"rf5","first-page":"97","volume":"18","author":"Dietterich Thomas G.","journal-title":"The AI Magazine"},{"key":"rf10","first-page":"1789","volume":"7","author":"Kok Jelle R.","journal-title":"Journal of Machine Learning Research"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008942012299"},{"key":"rf18","volume-title":"Reinforcement Learning, An Introduction","author":"Sutton R. S.","year":"1999"},{"key":"rf19","first-page":"79","volume":"19","author":"Sycara Katia","journal-title":"AI Magazine"},{"key":"rf21","series-title":"Synthesis Lectures on Artificial Intelligence and Machine Learning","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-031-01543-4","volume-title":"A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence","author":"Vlassis N.","year":"2007"},{"key":"rf22","first-page":"279","volume":"8","author":"Watkins C. J.","journal-title":"Machine Learning"},{"key":"rf23","volume-title":"A Modern Approach to Distributed Artificial Intelligence","author":"Weiss Gerhard","year":"1999"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213008004230","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,20]],"date-time":"2023-05-20T22:14:57Z","timestamp":1684620897000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218213008004230"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,10]]},"references-count":9,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2008,10]]}},"alternative-id":["10.1142\/S0218213008004230"],"URL":"https:\/\/doi.org\/10.1142\/s0218213008004230","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"value":"0218-2130","type":"print"},{"value":"1793-6349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,10]]}}}