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Created page with "'''Home * People * Kun-Hao Yeh''' '''Kun-Hao Yeh''',<br/> a Taiwanese computer scientist affiliated with the Computer Games and Intelligence Lab at Nation..."
'''[[Main Page|Home]] * [[People]] * Kun-Hao Yeh'''
'''Kun-Hao Yeh''',<br/>
a Taiwanese computer scientist affiliated with the Computer Games and Intelligence Lab at [[National Chiao Tung University]], [https://en.wikipedia.org/wiki/Hsinchu Hsinchu] headed by professor [[I-Chen Wu]] <ref>[http://www.aigames.nctu.edu.tw/members Members - lab-aigames]</ref>. His research interests include [[Learning|machine learning]] for [[Games|computer games]] and [https://en.wikipedia.org/wiki/Mathematical_optimization mathematical optimization] <ref>[http://www.aigames.nctu.edu.tw/ lab-aigames]</ref>, specially applied to the [https://en.wikipedia.org/wiki/Single-player_video_game single-player] [https://en.wikipedia.org/wiki/Puzzle_video_game puzzle game] [https://en.wikipedia.org/wiki/2048_%28video_game%29 2048], which was created in March 2014 by Italian web developer [[Gabriele Cirulli]] <ref>[http://indiegames.com/2014/03/2048_gabriele_cirulli.html IndieGames.com Free Game Pick: 2048 (Gabriele Cirulli)]</ref>, conceptually similar to [https://en.wikipedia.org/wiki/Threes Threes] by [[Asher Vollmer]].
<span id="CGI-2048"></span>
=CGI-2048=
Along with [[Chao-Chin Liang]] and [[I-Chen Wu]], Kun-Hao Yeh is co-author of the [https://en.wikipedia.org/wiki/2048_%28video_game%29 2048] bot ''CGI-2048'', designed and implemented based on a new [[Temporal Difference Learning|temporal difference learning]] method, called ''Multi-Stage TD Learning'', as proposed by I-Chen Wu et al. in 2014 <ref>[[I-Chen Wu]], [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Chia-Chuan Chang]], [[Han Chiang]] ('''2014'''). ''Multi-Stage Temporal Difference Learning for 2048''. [[TAAI 2014]]</ref>. The method was improved from a TD learning technique with N-Tuple networks, proposed by [[Marcin Szubert]] and [[Wojciech Jaśkowski]] in 2014 <ref>[[Marcin Szubert]], [[Wojciech Jaśkowski]] ('''2014'''). ''[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048]''. [[IEEE#CIG|IEEE Conference on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/mszubert/pub/szubert2014cig.pdf pdf]</ref>. It won the second place at the 2048-Bot Tournament in in [https://en.wikipedia.org/wiki/Taipei Taipei], Taiwan, from May 19 to June 6, 2014 <ref>[[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Kuang-che Wu]], [[I-Chen Wu]] ('''2014'''). ''2048-Bot Tournament in Taiwan''. [[ICGA Journal#37_3|ICGA Journal, Vol. 37, No. 3]]</ref>.
=Selected Publications=
<ref>[http://dblp.uni-trier.de/pers/hd/y/Yeh:Kun=Hao dblp: Kun-Hao Yeh]</ref>
* [[I-Chen Wu]], [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Chia-Chuan Chang]], [[Han Chiang]] ('''2014'''). ''Multi-Stage Temporal Difference Learning for 2048''. [[TAAI 2014]], best paper award <ref>[http://taai2014.ntust.edu.tw/best-paper-award/ Best Paper Awards | TAAI 2014]</ref>
* [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Kuang-che Wu]], [[I-Chen Wu]] ('''2014'''). ''2048-Bot Tournament in Taiwan''. [[ICGA Journal#37_3|ICGA Journal, Vol. 37, No. 3]]
* [[Kun-Hao Yeh]] ('''2015'''). ''2048-KHYEH wins 2048 Tournament''. [[ICGA Journal#38_4|ICGA Journal, Vol. 38, No. 4]]
=External Links=
* [http://www.aigames.nctu.edu.tw/members Members - lab-aigames]
* [https://github.com/CGI-LAB/Taiwan_Bot_Tournament_2048 GitHub - CGI-LAB/Taiwan_Bot_Tournament_2048]
=References=
<references />
'''[[People|Up one Level]]'''
'''Kun-Hao Yeh''',<br/>
a Taiwanese computer scientist affiliated with the Computer Games and Intelligence Lab at [[National Chiao Tung University]], [https://en.wikipedia.org/wiki/Hsinchu Hsinchu] headed by professor [[I-Chen Wu]] <ref>[http://www.aigames.nctu.edu.tw/members Members - lab-aigames]</ref>. His research interests include [[Learning|machine learning]] for [[Games|computer games]] and [https://en.wikipedia.org/wiki/Mathematical_optimization mathematical optimization] <ref>[http://www.aigames.nctu.edu.tw/ lab-aigames]</ref>, specially applied to the [https://en.wikipedia.org/wiki/Single-player_video_game single-player] [https://en.wikipedia.org/wiki/Puzzle_video_game puzzle game] [https://en.wikipedia.org/wiki/2048_%28video_game%29 2048], which was created in March 2014 by Italian web developer [[Gabriele Cirulli]] <ref>[http://indiegames.com/2014/03/2048_gabriele_cirulli.html IndieGames.com Free Game Pick: 2048 (Gabriele Cirulli)]</ref>, conceptually similar to [https://en.wikipedia.org/wiki/Threes Threes] by [[Asher Vollmer]].
<span id="CGI-2048"></span>
=CGI-2048=
Along with [[Chao-Chin Liang]] and [[I-Chen Wu]], Kun-Hao Yeh is co-author of the [https://en.wikipedia.org/wiki/2048_%28video_game%29 2048] bot ''CGI-2048'', designed and implemented based on a new [[Temporal Difference Learning|temporal difference learning]] method, called ''Multi-Stage TD Learning'', as proposed by I-Chen Wu et al. in 2014 <ref>[[I-Chen Wu]], [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Chia-Chuan Chang]], [[Han Chiang]] ('''2014'''). ''Multi-Stage Temporal Difference Learning for 2048''. [[TAAI 2014]]</ref>. The method was improved from a TD learning technique with N-Tuple networks, proposed by [[Marcin Szubert]] and [[Wojciech Jaśkowski]] in 2014 <ref>[[Marcin Szubert]], [[Wojciech Jaśkowski]] ('''2014'''). ''[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048]''. [[IEEE#CIG|IEEE Conference on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/mszubert/pub/szubert2014cig.pdf pdf]</ref>. It won the second place at the 2048-Bot Tournament in in [https://en.wikipedia.org/wiki/Taipei Taipei], Taiwan, from May 19 to June 6, 2014 <ref>[[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Kuang-che Wu]], [[I-Chen Wu]] ('''2014'''). ''2048-Bot Tournament in Taiwan''. [[ICGA Journal#37_3|ICGA Journal, Vol. 37, No. 3]]</ref>.
=Selected Publications=
<ref>[http://dblp.uni-trier.de/pers/hd/y/Yeh:Kun=Hao dblp: Kun-Hao Yeh]</ref>
* [[I-Chen Wu]], [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Chia-Chuan Chang]], [[Han Chiang]] ('''2014'''). ''Multi-Stage Temporal Difference Learning for 2048''. [[TAAI 2014]], best paper award <ref>[http://taai2014.ntust.edu.tw/best-paper-award/ Best Paper Awards | TAAI 2014]</ref>
* [[Kun-Hao Yeh]], [[Chao-Chin Liang]], [[Kuang-che Wu]], [[I-Chen Wu]] ('''2014'''). ''2048-Bot Tournament in Taiwan''. [[ICGA Journal#37_3|ICGA Journal, Vol. 37, No. 3]]
* [[Kun-Hao Yeh]] ('''2015'''). ''2048-KHYEH wins 2048 Tournament''. [[ICGA Journal#38_4|ICGA Journal, Vol. 38, No. 4]]
=External Links=
* [http://www.aigames.nctu.edu.tw/members Members - lab-aigames]
* [https://github.com/CGI-LAB/Taiwan_Bot_Tournament_2048 GitHub - CGI-LAB/Taiwan_Bot_Tournament_2048]
=References=
<references />
'''[[People|Up one Level]]'''
