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Scatter Search

swMATH ID: 5291
Software Authors: Laguna, Manuel; Marti, Rafael
Description: Scatter search This chapter discusses the principles and foundations behind scatter search and its application to the problem of training neural networks. Scatter search is an evolutionary method that has been successfully applied to a wide array of hard optimization problems. Scatter search constructs new trial solutions by combining so-called reference solutions and employing strategic designs that exploit context knowledge. In contrast to other evolutionary methods like genetic algorithms, scatter search is founded on the premise that systematic designs and methods for creating new solutions afford significant benefits beyond those derived from recourse to randomization. Our implementation goal is to create a combination of the five elements in the scatter search methodology that proves effective when searching for optimal weight values in a multilayer neural network. Through experimentation, we show that our instantiation of scatter search can compete with the best-known training algorithms in terms of training quality while keeping the computational effort at a reasonable level.
Homepage: http://plato.asu.edu/ftp/other_software/SS.zip
Programming Languages: C
Keywords: metaheuristics; neural networks; optimization
Related Software: Tabu search; VRP; CPLEX; OR-Library; GRASP; TSPLIB; PSPLIB; PERL; TTTPLOTS; Genocop; irace; LOLIB; CEC 05; Knapsack; Matlab; EGO; OptQuest; LKH; MACS-VRPTW; HAS-QAP
Cited in: 285 Documents

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
Scatter search. Zbl 1129.90064
Laguna, Manuel; Marti, Rafael
2006
all top 5

Cited by 580 Authors

31 Martí, Rafael
28 Glover, Fred W.
18 Laguna, Manuel
12 Resende, Mauricio G. C.
11 Duarte, Abraham
7 Rego, César
6 Hao, Jin-Kao
5 Armentano, Vinícius Amaral
5 Gendreau, Michel
5 Nascimento, Mariá C. V.
5 Pacheco, Joaquín A.
5 Vanhoucke, Mario
4 Adenso-Díaz, Belarmino
4 El-Fallahi, Abdellah
4 González-Velarde, José Luis
4 Kochenberger, Gary A.
4 Løkketangen, Arne
4 Ribeiro, Celso Carneiro
4 Wang, Yang
3 Banga, Julio R.
3 Campos, Vicente
3 Corberán, Angel
3 Du, Yu
3 Egea, Jose A.
3 Gallego, Micael
3 Gortázar, Francisco
3 Hoff, Arild
3 Keskin, Burcu B.
3 Lü, Zhipeng
3 Marinakis, Yannis
3 Piñana, Estefanía
3 Prins, Christian
3 Raidl, Günther R.
3 Sánchez-Oro, Jesús
3 Sergiyenko, Ivan Vasyl’ovych
3 Stützle, Thomas G.
3 Villegas, Juan G.
3 Wu, Qinghua
2 Alba, Enrique
2 Alcaraz, Javier
2 Alvarez, Ada M.
2 Amaran, Satyajith
2 Andersson, Henrik C. M.
2 Belfiore, Patrícia Prado
2 Buriol, Luciana S.
2 Bury, Scott J.
2 Camacho-Vallejo, José-Fernando
2 Carvalho, Desiree M.
2 Casado, Silvia
2 Christiansen, Marielle
2 Cotta, Carlos C.
2 Crainic, Teodor Gabriel
2 De-Alba, Karim
2 De Reyck, Bert
2 Díaz, Juan A.
2 Dubois-Lacoste, Jérémie
2 Fernández, Elena
2 Gambardella, Luca Maria
2 García-Carbajal, Santiago
2 Gomes da Silva, Carlos
2 Gómez, Trinidad
2 González, Beatriz
2 Gonzalez, Miguel A.
2 Hanafi, Saïd
2 Hasle, Geir
2 Hvattum, Lars Magnus
2 Landete, Mercedes
2 Lasdon, Leon S.
2 Liu, Yu-Hsin
2 López-Ibáñez, Manuel
2 Lozano, Manuel
2 Maenhout, Broos
2 Martins, Simone L.
2 Mateus, Geraldo Robson
2 Máximo, Vinícius R.
2 Medaglia, Andrés L.
2 Melián Batista, Belén
2 Miao, Hongyu
2 Migdalas, Athanasios
2 Monge, Juan Francisco
2 Moreno-Pérez, José Andrés
2 Peiró, Juanjo
2 Plastino, Alexandre
2 Potvin, Jean-Yves
2 Puchinger, Jakob
2 Rosseti, Isabel
2 Ruiz, Rubén
2 Sahinidis, Nikolaos V.
2 Sharda, Bikram
2 Shoemaker, Christine A.
2 Shylo, Vladimir P.
2 Silva, Ricardo Martins Abreu E.
2 Smutnicki, Czesław
2 Sörensen, Kenneth
2 Toledo, Franklina Maria Bragion
2 Üster, Halit
2 Werneck, Renato F.
2 Wu, Hulin
2 Yamashita, Denise Sato
2 Yin, Peng-Yeng
...and 480 more Authors
all top 5

Cited in 60 Serials

70 European Journal of Operational Research
64 Computers & Operations Research
23 Annals of Operations Research
13 Journal of Heuristics
9 Journal of Global Optimization
8 International Transactions in Operational Research
7 Computational Optimization and Applications
7 Journal of Combinatorial Optimization
5 JMMA. Journal of Mathematical Modelling and Algorithms
4 Information Sciences
4 INFORMS Journal on Computing
4 4OR
3 Cybernetics and Systems Analysis
3 Mathematical Problems in Engineering
3 CEJOR. Central European Journal of Operations Research
3 Optimization Letters
2 Applied Mathematics and Computation
2 INFOR
2 Networks
2 Opsearch
2 Journal of Scheduling
2 OR Spectrum
2 Natural Computing
2 Algorithms
1 Computers & Mathematics with Applications
1 Discrete Applied Mathematics
1 Bulletin of Mathematical Biology
1 Chaos, Solitons and Fractals
1 Control and Cybernetics
1 Journal of Computer and System Sciences
1 Kybernetes
1 Operations Research
1 International Journal of Production Research
1 Mathematical and Computer Modelling
1 Discrete Event Dynamic Systems
1 Applied Mathematical Modelling
1 Computational Statistics and Data Analysis
1 Mathematical Programming. Series A. Series B
1 Journal of Mathematical Sciences (New York)
1 Top
1 Annals of Mathematics and Artificial Intelligence
1 Complexity
1 Constraints
1 Soft Computing
1 Discrete Dynamics in Nature and Society
1 International Journal of Applied Mathematics and Computer Science
1 Engineering Computations
1 Journal of Systems Science and Complexity
1 Journal of Applied Mathematics
1 Discrete Optimization
1 Journal of Industrial and Management Optimization
1 Operations Research/Computer Science Interfaces Series
1 Decision Making in Manufacturing and Services
1 Algorithmic Operations Research
1 Computational & Mathematical Methods in Medicine
1 The Annals of Applied Statistics
1 Journal of Control Science and Engineering
1 Mathematical Programming Computation
1 Statistics and Computing
1 Journal of Statistical Distributions and Applications

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