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		<title>Towards MCTS for Creative Domains - Versionsgeschichte</title>
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		<updated>2026-04-13T12:07:07Z</updated>
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	<entry>
		<id>http://de.evo-art.org/index.php?title=Towards_MCTS_for_Creative_Domains&amp;diff=32191&amp;oldid=prev</id>
		<title>Gubachelier am 13. November 2015 um 22:19 Uhr</title>
		<link rel="alternate" type="text/html" href="http://de.evo-art.org/index.php?title=Towards_MCTS_for_Creative_Domains&amp;diff=32191&amp;oldid=prev"/>
				<updated>2015-11-13T22:19:22Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&#039;2&#039; style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Nächstältere Version&lt;/td&gt;
				&lt;td colspan=&#039;2&#039; style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Version vom 13. November 2015, 22:19 Uhr&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l22&quot; &gt;Zeile 22:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Zeile 22:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Bibtex == &amp;#160;&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Bibtex == &amp;#160;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; @inproceedings{&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; author = {Cameron Browne},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; title = {Towards MCTS for Creative Domains},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; editor = {Dan Ventura, Pablo Gervás, D. Fox Harrell, Mary Lou Maher, Alison Pease and Geraint Wiggins},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; booktitle = {Proceedings of the Second International Conference on Computational Creativity},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; series = {ICCC2011},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; year = {2011},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; month = {April},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; location = {México City, México},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; pages = {96-101},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; url = {http://iccc11.cua.uam.mx/proceedings/the_foundational/browne_iccc11.pdf, http://de.evo-art.org/index.php?title=Towards_MCTS_for_Creative_Domains },&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; publisher = {International Association for Computational Creativity},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; keywords = {computational, creativity},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; }&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Used References ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Used References ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Gubachelier</name></author>	</entry>

	<entry>
		<id>http://de.evo-art.org/index.php?title=Towards_MCTS_for_Creative_Domains&amp;diff=4125&amp;oldid=prev</id>
		<title>Gbachelier: Die Seite wurde neu angelegt: „  == Reference == Cameron Browne: Towards MCTS for Creative Domains. In: Computational Creativity 2011 ICCC 2011, pp. 96-101.   == DOI ==  == Abstract …“</title>
		<link rel="alternate" type="text/html" href="http://de.evo-art.org/index.php?title=Towards_MCTS_for_Creative_Domains&amp;diff=4125&amp;oldid=prev"/>
				<updated>2015-01-30T15:48:17Z</updated>
		
		<summary type="html">&lt;p&gt;Die Seite wurde neu angelegt: „  == Reference == Cameron Browne: &lt;a href=&quot;/index.php?title=Towards_MCTS_for_Creative_Domains&quot; title=&quot;Towards MCTS for Creative Domains&quot;&gt;Towards MCTS for Creative Domains&lt;/a&gt;. In: &lt;a href=&quot;/index.php?title=Computational_Creativity_2011_ICCC_2011&quot; title=&quot;Computational Creativity 2011 ICCC 2011&quot;&gt;Computational Creativity 2011 ICCC 2011&lt;/a&gt;, pp. 96-101.   == DOI ==  == Abstract …“&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Neue Seite&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
&lt;br /&gt;
== Reference ==&lt;br /&gt;
Cameron Browne: [[Towards MCTS for Creative Domains]]. In: [[Computational Creativity 2011 ICCC 2011]], pp. 96-101. &lt;br /&gt;
&lt;br /&gt;
== DOI ==&lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
Monte Carlo Tree Search (MCTS) has recently demon-&lt;br /&gt;
strated considerable success for computer Go and other&lt;br /&gt;
difficult AI problems. We present a general MCTS&lt;br /&gt;
model that extends its application from searching for&lt;br /&gt;
optimal actions in games and combinatorial optimisa-&lt;br /&gt;
tion tasks to the search for optimal sequences and em-&lt;br /&gt;
bedded subtrees. The primary application of this ex-&lt;br /&gt;
tended MCTS model will be for creative domains, as it&lt;br /&gt;
maps naturally to a range of procedural content genera-&lt;br /&gt;
tion tasks for which Markovian or evolutionary ap-&lt;br /&gt;
proaches would typically be used.&lt;br /&gt;
&lt;br /&gt;
== Extended Abstract ==&lt;br /&gt;
&lt;br /&gt;
== Bibtex == &lt;br /&gt;
&lt;br /&gt;
== Used References ==&lt;br /&gt;
Andres, N. 2009. Yavalath. http://www.nestorgames.com.&lt;br /&gt;
&lt;br /&gt;
Auer, P.; Cesa-Bianchi, N. and Fischer, P. 2002. Finite time&lt;br /&gt;
analysis of the multiarmed bandit problem. Machine Learn-&lt;br /&gt;
ing 47(2-3):235–256.&lt;br /&gt;
&lt;br /&gt;
Bender, M. and Farach-Colton, M. 2000. The LCA Prob-&lt;br /&gt;
lem Revisited. In Latin 2000: Theoretical Informatics,&lt;br /&gt;
LNCS 1776, 88-94. Springer:Berlin.&lt;br /&gt;
&lt;br /&gt;
Bjornnsson, Y. and Finnsson, H. 2009. CadiaPlayer: A&lt;br /&gt;
Simulation-Based General Game Player. IEEE Computa-&lt;br /&gt;
tional Intelligence and AI in Games 1(1):14-15.&lt;br /&gt;
&lt;br /&gt;
Browne, C. 2008. Automatic Generation and Evaluation of&lt;br /&gt;
Recombination Games. Ph.D. Thesis, Faculty of Informa-&lt;br /&gt;
tion Technology, Queensland University of Technology.&lt;br /&gt;
&lt;br /&gt;
Chaslot, G.; Bakkes, S.; Szita, I. and Spronck, P. 2008.&lt;br /&gt;
Monte-Carlo Tree Search: A New Framework for Game AI.&lt;br /&gt;
In Proceedings of AIIDEC-08, 216-217.&lt;br /&gt;
&lt;br /&gt;
Childs, B.; Brodeur, J. and Kocsis, L. 2008. Transpositions&lt;br /&gt;
and Move Groups in Monte Carlo Tree Search. In Proceed-&lt;br /&gt;
ings of CIG’08, 389-395.&lt;br /&gt;
&lt;br /&gt;
Coloum, R. 2006. Efficient Backup and Selectivity Opera-&lt;br /&gt;
tors in Monte-Carlo Tree Search. In Computers and Games&lt;br /&gt;
2006. 72-83.&lt;br /&gt;
&lt;br /&gt;
Gelly, S.; Wang, Y.; Munos, R. and Teytaud, O. 2006.&lt;br /&gt;
Modification of UCT with Patterns in Monte-Carlo Go.&lt;br /&gt;
Technical Report 6062, INRIA, Orsay Cedex:France.&lt;br /&gt;
&lt;br /&gt;
Johnson-Laird, P. 2002. How Jazz Musicians Improvise.&lt;br /&gt;
Music Perception 19(3):415-442.&lt;br /&gt;
&lt;br /&gt;
Keullers, E. and Brysbaert, M. 2010. Wuggy: A multilin-&lt;br /&gt;
gual pseudoword generator. Behavior Research Methods&lt;br /&gt;
42(3):627-633.&lt;br /&gt;
&lt;br /&gt;
Kocsis, L. and Szepesvari, C. 2006. Bandit based Monte-&lt;br /&gt;
Carlo Planning. In Machine Learning: ECML 2006, LNCS&lt;br /&gt;
4212, Berlin:Springer. 282–293.&lt;br /&gt;
&lt;br /&gt;
Koza, J.; Bennett, F.; Andre, D.; and Keane, M. 2001. Ge-&lt;br /&gt;
netic Programming. In AISB’99 Symposium on AI and Sci-&lt;br /&gt;
entific Creativity, 29-38.&lt;br /&gt;
&lt;br /&gt;
Pachet, F. 2004. Beyond the Cybernetic Jam Fantasy: The&lt;br /&gt;
Continuator. IEEE Computer Graphics and Applications&lt;br /&gt;
4(1):31-35.&lt;br /&gt;
&lt;br /&gt;
Prüfer, H. 1918. Neuer Beweis eines Satzes uber Permuta-&lt;br /&gt;
tions”. Arch. Math. Physics. 27:742-744.&lt;br /&gt;
&lt;br /&gt;
Rimmel, A. and Teytaud, F. 2010. Multiple Overlapping&lt;br /&gt;
Tiles for Contextual Monte Carlo Tree Search. Applications&lt;br /&gt;
of Evolutionary Computing 8623:201-210.&lt;br /&gt;
&lt;br /&gt;
Romero, J. and Machado, P. 2008. The Art of Artificial Evo-&lt;br /&gt;
lution: A Handbook on Evolutionary Art and Music.&lt;br /&gt;
Berlin:Springer.&lt;br /&gt;
&lt;br /&gt;
Schmidt, G. Omega PC Axiom version: The making of.&lt;br /&gt;
http://boardgamegeek.com/thread/563815/.&lt;br /&gt;
&lt;br /&gt;
Sturtevant, N. 2002. A Comparison of Algorithms for Multi-&lt;br /&gt;
Player Games. In Computers and Games 2002. 108-122.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
=== Full Text === &lt;br /&gt;
http://iccc11.cua.uam.mx/proceedings/the_foundational/browne_iccc11.pdf&lt;br /&gt;
&lt;br /&gt;
[[intern file]]&lt;br /&gt;
&lt;br /&gt;
=== Sonstige Links ===&lt;/div&gt;</summary>
		<author><name>Gbachelier</name></author>	</entry>

	</feed>