CLOP

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CLOP for Noisy Black-Box Parameter Optimization, a program used for parameter tuning, created by Rémi Coulom. The CLOP principle, which stands for Confident Local OPtimization, is an approach to local regression that overcomes problems with very noisy outputs and nonnegative Hessians in a simple and efficient way. CLOP is suited to tune several parameters simultaneously, and requires polynomial time for each additional parameter to verify the tuned values, that is playing a lot of games.

=See also=
 * Match Statistics
 * Cutechess-cli
 * SPSA

=Publications=
 * Rémi Coulom (2011). CLOP: Confident Local Optimization for Noisy Black-Box Parameter Tuning. Advances in Computer Games 13, slides as pdf
 * Rémi Coulom (2012). CLOP: Confident Local Optimization for Noisy Black-Box Parameter Tuning. Advances in Computer Games, LNCS, Vol. 7168, Springer

=Forum Posts=

2011 ...
2012 2013 2014
 * CLOP for Noisy Black-Box Parameter Optimization by Rémi Coulom, CCC, September 01, 2011
 * To Ilari : CLOP + cutechess-cli by Marco Costalba, CCC, October 09, 2011
 * Re: win rate bias and CLOP by Brian Sheppard, Computer-go Archives, January 03, 2012
 * CLOP + cutechess cli by Engin Üstün, CCC, January 05, 2012 » Cutechess-cli
 * EXchess v6.10 released by Daniel Homan, CCC, January 29, 2012 » EXchess
 * CLOP on Stockfish by Gary, CCC, March 10, 2012 » Stockfish
 * CLOP and Stockfish by Joona Kiiski, FishCooking, March 31, 2013 » Stockfish
 * CLOP tuning by Marco Costalba, FishCooking, May 19, 2013
 * CLOP tests are active by Gary Linscott, FishCooking, July 03, 2013
 * Question regarding CLOP and cutechess-cli by Jacob Børs Lind, CCC, August 05, 2013 » Cutechess-cli
 * Clop and cutechess by Alcides Schulz, CCC, September 21, 2013
 * CLOP tests are active (finally) by Gary Linscott, FishCooking, November 10, 2013
 * CLOP overhead by Lucas Braesch, FishCooking, November 14, 2013
 * needed CLOP for cluster by Daniel Shawul, CCC, January 23, 2014
 * Help with CLOP by Arjun Temurnikar, CCC, February 05, 2014
 * Problem with CLOP and clop-cutechess-cli.py? (long post) by joster, FishCooking, May 10, 2014
 * Goodbye CLOP, hello SPSA) by Gary Linscott, FishCooking, May 17, 2014
 * Port of Coulom's CLOP algorithm to Python by Kamyar, FishCooking, December 03, 2014

2015 ...

 * Working with CLOP by Robert Pope, CCC, January 22, 2015
 * CLOP: when to stop? by Erin Dame, CCC, November 07, 2016
 * New CLOP settings give Leela huge tactics boost by Albert Silver, CCC, June 04, 2018 » Leela Chess Zero

=External Links=
 * CLOP: Confident Local Optimization for Noisy Black-Box Parameter Tuning
 * cutechess-cly Python script fo CLOP
 * Black box from Wikipedia
 * Black box (disambiguation) from Wikipedia
 * Les Paul - Black Box, YouTube Video

=References=

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