25,161
edits
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SPSA
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* [[Levente Kocsis]], [[Csaba Szepesvári]], [[Mark Winands]] ('''2005'''). ''[http://link.springer.com/chapter/10.1007/11922155_4 RSPSA: Enhanced Parameter Optimization in Games]''. [[Advances in Computer Games 11]], [http://www.sztaki.hu/~szcsaba/papers/rspsa_acg.pdf pdf], [https://dke.maastrichtuniversity.nl/m.winands/documents/RSPSA.pdf pdf]
* [[Levente Kocsis]], [[Csaba Szepesvári]] ('''2006'''). ''[http://link.springer.com/article/10.1007/s10994-006-6888-8 Universal Parameter Optimisation in Games Based on SPSA]''. [https://en.wikipedia.org/wiki/Machine_Learning_%28journal%29 Machine Learning], Special Issue on Machine Learning and Games, Vol. 63, No. 3, [http://www.sztaki.hu/~szcsaba/papers/kocsis_acg05.pdf pdf]
* [https://dblp.org/pid/70/382.html Mohammed Shahid Abdulla], [[Shalabh Bhatnagar]] ('''2007'''). ''[https://link.springer.com/article/10.1007/s10626-006-0003-y Reinforcement Learning Based Algorithms for Average Cost Markov Decision Processes]''. [https://www.springer.com/journal/10626 Discrete Event Dynamic Systems], Vol.17, No.1
* [http://dblp.uni-trier.de/pers/hd/m/Maryak:John_L= John L. Maryak], [http://dblp.uni-trier.de/pers/hd/c/Chin:Daniel_C= Daniel C. Chin] ('''2008'''). ''Global Random Optimization by Simultaneous Perturbation Stochastic Approximation''. [[IEEE#TAC|IEEE Transactions on Automatic Control]], Vol. 53, No. 3, [http://www.jhuapl.edu/spsa/PDF-SPSA/Maryak_Chin_IEEETAC08.pdf pdf]
* [http://dblp.uni-trier.de/pers/hd/s/Song_0001:Qing Qing Song], [[James C. Spall]], [http://dblp.uni-trier.de/pers/hd/s/Soh:Yeng_Chai Yeng Chai Soh], [http://dblp.uni-trier.de/pers/hd/n/Ni:Jie Jie Ni] ('''2008'''). ''Robust Neural Network Tracking Controller Using Simultaneous Perturbation Stochastic Approximation''. [[IEEE#NN|IEEE Transactions on Neural Networks]], Vol. 19, No. 5, [https://pdfs.semanticscholar.org/3f2a/4d69ca8adbbc072d82af58b3c750621d36ab.pdf 2003 pdf] » [[Neural Networks]]
==2010 ...==
* [[Shalabh Bhatnagar]], [[https://dblp.org/pid/31/10493.html H. L. Prasad]], [[https://scholar.google.co.in/citations?user=Q1YXWpoAAAAJ&hl=en L.A. Prashanth]] ('''2013'''). ''[httphttps://stochasticlink.csaspringer.iisc.ernet.incom/~shalabhbook/book10.html 1007/978-1-4471-4285-0 Stochastic Recursive Algorithms for Optimization: Simultaneous Perturbation Methods]''. [httphttps://www.springer.com/series/642 Lecture Notes in Control and Information Sciences], Vol. 434, [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer]* [[Qi Wang]] ('''2013'''). ''[https://jscholarship.library.jhu.edu/handle/1774.2/36955 Optimization with Discrete Simultaneous Perturbation Stochastic Approximation Using Noisy Loss Function Measurements]''. Ph.D. thesis, [https://en.wikipedia.org/wiki/Johns_Hopkins_University Johns Hopkins University], advisor [[James C. Spall]]
* [https://scholar.google.com/citations?user=nqDASHMAAAAJ Pushpendre Rastogi], [http://dblp.uni-trier.de/pers/hd/z/Zhu:Jingyi Jingyi Zhu], [[James C. Spall]] ('''2016'''). ''Efficient implementation of Enhanced Adaptive Simultaneous Perturbation Algorithms''. [http://dblp.uni-trier.de/db/conf/ciss/ciss2016.html#RastogiZS16 CISS 2016], [http://www.cs.jhu.edu/~prastog3/res/rastogi2016efficient.pdf pdf]
=Forum Posts=
==2010 ...==
* [http://www.talkchess.com/forum/viewtopic.php?start=0&t=40662 Stockfish's tuning method] by [[Joona Kiiski]], [[CCC]], October 07, 2011 » [[Stockfish's tuning methodTuning Method]]
: [http://www.talkchess.com/forum/viewtopic.php?start=0&t=40662&start=6 Re: Stockfish's tuning method] by [[Rémi Coulom]], [[CCC]], October 07, 2011
* [http://www.talkchess.com/forum/viewtopic.php?t=40964 Tuning again] by [[Ed Schroder]], [[CCC]], November 01, 2011
* [https://groups.google.com/d/msg/fishcooking/mbnctfDdcqM/S_rUOa7177AJ Re: SPSA Tuner] by [[Lyudmil Antonov]], [[Computer Chess Forums|FishCooking]], July 20, 2015
* [https://groups.google.com/d/msg/fishcooking/Np13OpEO1_w/xhYulilABgAJ Too small number of games in SPSA] by [[Lyudmil Antonov]], [[Computer Chess Forums|FishCooking]], April 22, 2016
* [https://groups.google.com/d/msg/fishcooking/iyAFOdVx4RE/d4mnJ8lqDgAJ Self-correcting SPSA tuner for chess engines] [[Ivan Ivec]], [[Computer Chess Forums|FishCooking]], January 04, 2017
* [http://www.talkchess.com/forum/viewtopic.php?t=63632 SPSA problems] by Ralf Müller, [[CCC]], April 02, 2017
* [https://groups.google.com/d/msg/fishcooking/ERsAux5TU6Q/RU2xnF3bDQAJ SPSA and search.cpp?] by [[Nick Pelling]], [[Computer Chess Forums|FishCooking]], January 06, 2019 » [[Stockfish]]
==2020 ...==
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=77420 A hybrid of SPSA and local optimization] by [[Niels Abildskov]], [[CCC]], June 01, 2021 » [[Texel's Tuning Method]]
=External Links=
* [httphttps://www.jhuapl.edu/spsa/ SPSA Algorithm] by [[James C. Spall]]
* [https://en.wikipedia.org/wiki/Simultaneous_perturbation_stochastic_approximation Simultaneous perturbation stochastic approximation - Wikipedia]
* [https://github.com/zamar/spsa SPSA Tuner for Stockfish Chess Engine] by [[Joona Kiiski]] » [[Stockfish]]
* [https://gist.github.com/yanatan16/5420795 Simultaneous Perturbation Stochastic Approximation code in python · GitHub]
* [https://youtu.be/kVJQkmYU2VA NIPS 2012 Tutoral - Stochastic Search and Optimization], [[James C. Spall#Video|Video Lecture]] by [[James C. Spall]]
* [https://en.wikipedia.org/wiki/Hr-Bigband hr-Bigband] feat. [[:Category:Richard Bona|Richard Bona]] - Kalabancoro, October, 2019, [https://en.wikipedia.org/wiki/Hessischer_Rundfunk Hessischer Rundfunk], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
: {{#evu:https://www.youtube.com/watch?v=L3WxMJVI28g|alignment=left|valignment=top}}
=References=
<references />
'''[[Algorithms|Up one Level]]'''
[[Category:Richard Bona]]
