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SPOT

swMATH ID: 6347
Software Authors: T. Bartz-Beielstein, J. Ziegenhirt, W. Konen, O. Flasch, M. Friese, P. Koch, M. Zaefferer, B. Naujoks
Description: SPOT: Sequential Parameter Optimization , R-Package for Sequential Parameter Optimization Toolbox. The sequential parameter optimization (spot) package for R (R Development Core Team, 2008) is a toolbox for tuning and understanding simulation and optimization algorithms. Model-based investigations are common approaches in simulation and optimization. Sequential parameter optimization has been developed, because there is a strong need for sound statistical analysis of simulation and optimization algorithms. spot includes methods for tuning based on classical regression and analysis of variance techniques; tree-based models such as CART and random forest; Gaussian process models (Kriging), and combinations of di erent metamodeling approaches. This article exempli es how spot can be used for automatic and interactive tuning.
Homepage: http://cran.r-project.org/web/packages/SPOT/index.html
Source Code: https://github.com/cran/SPOT
Dependencies: R (≥ 2.14.0), rpart, maptree, emoa
Related Software: irace; Paramils; R; SMAC; SATenstein; CPLEX; CMA-ES; json2run; TSPLIB; OR-Library; Tabu search; CEC 05; Knapsack; VRP; SATzilla; weightedHypervolume; SCIP; MOEA/D; DIMACS; SMS-EMOA
Cited in: 84 Publications
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Cited by 170 Authors

8 Stützle, Thomas G.
6 Wu, Qinghua
5 Bartz-Beielstein, Thomas
5 Benlic, Una
5 Hao, Jin-Kao
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5 Lu, Yongliang
4 Di Gaspero, Luca
4 Ruiz, Rubén
4 Schaerf, Andrea
3 Chagas, Jonatas B. C.
3 Dubois-Lacoste, Jérémie
3 Hoos, Holger H.
3 Hutter, Frank
3 Leyton-Brown, Kevin
3 Momeni, Mohsen
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3 Smith-Miles, Kate A.
3 Urli, Tommaso
3 Wagner, Markus
2 Alfaro-Fernández, Pedro
2 Andrade, Carlos E.
2 Ceschia, Sara
2 Chen, Yuning
2 Diaz, Juan Esteban
2 Drexl, Michael
2 Herrera, Francisco
2 Li, Xiangyong
2 Molina, Daniel
2 Paquete, Luís F.
2 Preuß, Mike
2 Schneider, Michael
2 Yaghini, Masoud
1 Ahadi, Hamid Reza
1 Ahiod, Belaïd
1 Ahmed, Shabbir
1 Aneja, Yash P.
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1 Arif, Muhammad
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1 Baki, Fazle
1 Battistutta, Michele
1 Bellio, Ruggero
1 Beyer, Hans-Georg
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1 Boland, Natashia L.
1 Bowly, Simon
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1 Chaouch, A. B.
1 Chiarandini, Marco
1 Christiansen, Jeffrey
1 Coello Coello, Carlos A.
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1 Dellino, Gabriella
1 Demartini, Gianluca
1 Dhaenens, Clarisse
1 di Tollo, Giacomo
1 Dorigo, Marco
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1 El Yafrani, Mohamed
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1 Fatima, Shaheen S.
1 Fernández, José-Jesús
1 Figueira, José Rui
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1 Fonseca, Gabriela B.
1 Franzin, Alberto
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1 Gómez-Pulido, Juan A.
1 Gonçalves, José Fernando
1 Guerreiro, Andreia P.
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1 György, András
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1 Jesus, Alexandre D.
1 Jiang, Tianze
1 Jourdan, Laetitia
1 Kanatchikov, Igor V.
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1 Kaucic, Massimiliano
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