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- Blondie24 abstract "Blondie24 is an artificial intelligence checkers-playing computer program named after the screen name used by a team led by David B. Fogel. The purpose was to determine the effectiveness of an artificial intelligence checkers-playing computer program.The screen name was used on The Zone, an internet boardgaming site in 1999. During this time, Blondie24 played against some 165 human opponents and was shown to achieve a rating of 2048, or better than 99.61% of the playing population of that web site.The design of Blondie24 is based on a minimax algorithm of the checkers game tree in which the evaluation function is an artificial neural network. The neural net receives as input a vector representation of the checkerboard positions and returns a single value which is passed on to the minimax algorithm.The weights of the neural network were obtained by an evolutionary algorithm (an approach now called neuroevolution). In this case, a population of Blondie24-like programs played each other in checkers, and those were eliminated that performed relatively poorly. Performance was measured by a points system: Each program earned one point for a win, none for a draw, and two points were subtracted for a loss. After the poor programs were eliminated, the process was repeated with a new population derived from the winners. In this way, the result was an evolutionary process that selected programs that played better checkers games.The significance of the Blondie24 program is that its ability to play checkers did not rely on any human expertise of the game. Rather, it came solely from the total points earned by each player and the evolutionary process itself. The evolving players did not even know which individual games ended in a win, loss, or draw.David Fogel, along with his colleague Kumar Chellapilla, documented their experiment in several publications. Fogel also authored a book on the development of Blondie24, and the experiences he and his team had while running Blondie24 in on-line checkers games, and eventually in obtaining a victory against a dumbed-down version of Chinook.".
- Blondie24 wikiPageExternalLink Evolution_NN_Games_Intelligence.pdf.
- Blondie24 wikiPageExternalLink Evolving_NN_Checkers.pdf.
- Blondie24 wikiPageExternalLink IEEE-TEVC.pdf.
- Blondie24 wikiPageID "7249174".
- Blondie24 wikiPageLength "4012".
- Blondie24 wikiPageOutDegree "22".
- Blondie24 wikiPageRevisionID "671349566".
- Blondie24 wikiPageWikiLink Artificial_intelligence.
- Blondie24 wikiPageWikiLink Artificial_neural_network.
- Blondie24 wikiPageWikiLink Category:Computer_draughts_players.
- Blondie24 wikiPageWikiLink Category:Game_artificial_intelligence.
- Blondie24 wikiPageWikiLink Chinook_(draughts_player).
- Blondie24 wikiPageWikiLink David_B._Fogel.
- Blondie24 wikiPageWikiLink Draughts.
- Blondie24 wikiPageWikiLink Evolutionary_algorithm.
- Blondie24 wikiPageWikiLink Genetic_programming.
- Blondie24 wikiPageWikiLink IEEE_Transactions_on_Evolutionary_Computation.
- Blondie24 wikiPageWikiLink IEEE_Transactions_on_Neural_Networks.
- Blondie24 wikiPageWikiLink MSN_Games.
- Blondie24 wikiPageWikiLink Minimax.
- Blondie24 wikiPageWikiLink Morgan_Kaufmann_Publishers.
- Blondie24 wikiPageWikiLink Neuroevolution.
- Blondie24 wikiPageWikiLink Portal:Artificial_intelligence.
- Blondie24 wikiPageWikiLink Proceedings_of_the_IEEE.
- Blondie24 wikiPageWikiLink Vector_representation.
- Blondie24 wikiPageWikiLinkText "Blondie24".
- Blondie24 wikiPageUsesTemplate Template:Cite_book.
- Blondie24 wikiPageUsesTemplate Template:Cite_journal.
- Blondie24 wikiPageUsesTemplate Template:Citeseerx.
- Blondie24 wikiPageUsesTemplate Template:Reflist.
- Blondie24 subject Category:Computer_draughts_players.
- Blondie24 subject Category:Game_artificial_intelligence.
- Blondie24 hypernym Program.
- Blondie24 type Work.
- Blondie24 comment "Blondie24 is an artificial intelligence checkers-playing computer program named after the screen name used by a team led by David B. Fogel. The purpose was to determine the effectiveness of an artificial intelligence checkers-playing computer program.The screen name was used on The Zone, an internet boardgaming site in 1999.".
- Blondie24 label "Blondie24".
- Blondie24 sameAs Q4927476.
- Blondie24 sameAs m.025x6hp.
- Blondie24 sameAs Q4927476.
- Blondie24 wasDerivedFrom Blondie24?oldid=671349566.
- Blondie24 isPrimaryTopicOf Blondie24.