GHS + LEM: Global-best Harmony Search using learnable evolution models

Applied Mathematics and Computation

Volumn 218, Issue 6, 2011, Pages 2558-2578

  Cobos, Carlos ^a   Estupiñán, Dario ^a   Pérez, José ^a  

^a UNIVERSIDAD DEL CAUCA   (Colombia)

Author keywords

Evolutionary algorithms; Harmony Search; Learnable evolution models; Machine learning; Meta heuristics; Optimization; Prism

Indexed keywords

EVOLUTION MODELS; FASTER CONVERGENCE; HARMONY SEARCH; HARMONY SEARCH ALGORITHMS; HIGH DIMENSIONALITY; MACHINE-LEARNING; META HEURISTICS; OPTIMIZATION ALGORITHMS; OPTIMIZATION FUNCTION;

CONVERGENCE OF NUMERICAL METHODS; LEARNING ALGORITHMS; OPTIMIZATION; PRISMS;

EVOLUTIONARY ALGORITHMS;

EID: 80053253542     PISSN: 00963003     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amc.2011.07.073     Document Type: Article

References (41)

1. Z. Geem, J. Kim, and G.V. Loganathan A new heuristic optimization algorithm: harmony search Simulation 76 2 2001 60 68 (Pubitemid 32543074)
2. E. Garcia RSJ-PM tutorial: a tutorial on the Robertson-Sparck Jones probabilistic model for information retrieval 2009 (Available from: )
3. X.-S. Yang Harmony Search as a Metaheuristic Algorithm Music-Inspired Harmony Search Algorithm 2009 Springer Berlin/ Heidelberg 1 14
4. Z.W. Geem Music-Inspired Harmony Search Algorithm: Theory and Applications Studies in Computational Intelligence vol. 191 2009 Springer Publishing Company Rockville, Maryland 206 (Incorporated)
5. Z.W. Geem Recent Advances in Harmony Search Algorithm Studies In Computational Intelligence vol. 270 2010 Springer Annandale, Virginia
6. Z.W. Geem Recent advances in harmony search Advances In Evolutionary Algorithms 2008 16
7. P. Tangpattanakul, A. Meesomboon, and P. Artrit Optimal Trajectory of Robot Manipulator Using Harmony Search Algorithms Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 23 36
8. B. Panigrahi Population Variance Harmony Search Algorithm to Solve Optimal Power Flow with Non-Smooth Cost Function Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 65 75
9. A. Mohsen, A. Khader, and D. Ramachandram An Optimization Algorithm Based on Harmony Search for RNA Secondary Structure Prediction Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 163 174
10. J. Fourie, S. Mills, and R. Green Visual Tracking Using Harmony Search Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 37 50
11. R. Forsati, and M. Mahdavi Web Text Mining Using Harmony Search Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 51 64
12. L. dos Santos Coelho, and D. de A. Bernert A Harmony Search Approach Using Exponential Probability Distribution Applied to Fuzzy Logic Control Optimization Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 77 88
13. M. Ayvaz Solution of Groundwater Management Problems Using Harmony Search Algorithm Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 111 122
14. Z. Geem State-of-the-Art in the Structure of Harmony Search Algorithm Recent Advances In Harmony Search Algorithm 2010 Springer Berlin/ Heidelberg 1 10
15. M. Jaberipour, and E. Khorram Solving the sum-of-ratios problems by a harmony search algorithm Journal of Computational and Applied Mathematics 234 3 2010 733 742
16. D. Zou A novel global harmony search algorithm for reliability problems Computers & Industrial Engineering 58 2 2009 307 316
17. Z.W. Geem Optimal design of water distribution networks using harmony search 2009 112
18. M. Saka Optimum Design of Steel Skeleton Structures Music-Inspired Harmony Search Algorithm 2009 Springer Berlin/ Heidelberg 87 112
19. A. Panchal Harmony Search in Therapeutic Medical Physics Music-Inspired Harmony Search Algorithm 2009 Springer Berlin/ Heidelberg 189 203
20. M. Mahdavi Solving NP-Complete Problems by Harmony Search Music-Inspired Harmony Search Algorithm 2009 Springer Berlin/ Heidelberg 53 70
21. M. Fesanghary Harmony Search Applications in Mechanical, Chemical and Electrical Engineering Music-Inspired Harmony Search Algorithm 2009 Springer Berlin/ Heidelberg 71 86
22. Z.W. Geem, and J.C. Williams Ecological optimization using harmony search Proceedings of the American Conference on Applied Mathematics 2008 World Scientific and Engineering Academy and Society (WSEAS) Cambridge, Massachusetts
23. B. Prasad, and Z. Geem Harmony Search Applications in Industry Soft Computing Applications in Industry 2008 Springer Berlin/ Heidelberg 117 134
24. Z.W. Geem, and J.-Y. Choi Music Composition Using Harmony Search Algorithm Applications of Evolutionary Computing 2007 7 (4448/2007)
25. Z.W. Geem Optimal cost design of water distribution networks using harmony search Engineering Optimization 2006 38
26. Z.W. Geem Harmony search algorithms for structural design optimization Studies in computational intelligence vol. 239 2009 Springer Berlin Heidelberg 228
27. C. Cobos et al., Web document clustering based on Global-best harmony search, K-means, Frequent Term Sets and Bayesian Information Criterion, in 2010 IEEE Congress on Evolutionary Computation (CEC), Barcelona, Spain: IEEE, 2010.
28. M. Mahdavi, M. Fesanghary, and E. Damangir An improved harmony search algorithm for solving optimization problems Applied Mathematics and Computation 188 2 2007 1567 1579 (Pubitemid 46710046)
29. M.G.H. Omran, and M. Mahdavi Global-best harmony search Applied Mathematics and Computation 198 2 2008 643 656 (Pubitemid 351400737)
30. R.S. Michalski LEARNABLE EVOLUTION MODEL: evolutionary processes guided by machine learning Machine Learning 38 1 2000 9 40 (-01-01) (Pubitemid 30576113)
31. K. Lee, and Z. Geem A new meta-heuristic algorithm for continuous engineering optimization: harmony search theory and practice Computer Methods in Applied Mechanics and Engineering 194 36-38 2005 3902 3933 (Pubitemid 40815237)
32. Z.W. Geem Novel derivative of harmony search algorithm for discrete design variables Applied Mathematics and Computation 199 1 2008 223 230 (Pubitemid 351508326)
33. Z.W. Geem, and K.-B. Sim Parameter-setting-free harmony search algorithm Applied Mathematics and Computation 217 8 2010 3881 3889
34. S. Das et al., Exploratory power of the harmony search algorithm: analysis and improvements for global numerical optimization, systems, man, and cybernetics, Part B: Cybernetics, IEEE Transactions on 41 (1) 89-106.
35. Z.W. Geem Particle-swarm harmony search for water network design Engineering Optimization 41 2009 297 311
36. J. Cendrowska PRISM: an algorithm for inducing modular rules International Journal of Man-Machine Studies 27 4 1987 349 370
37. I.H. Witten, and E. Frank Data mining: practical machine learning tools and techniques with Java implementations SIGMOD Record 31 1 2002 76 77
38. M. Molga, C.S., Test functions for optimization needs. available at , 2005.
39. P.N. Suganthan et al., Problem definitions and evaluation criteria for the CEC 2005 Special Session on Real Parameter Optimization, 2005.
40. Y. Xin, L. Yong, and L. Guangming Evolutionary programming made faster Evolutionary Computation, IEEE Transactions on 3 2 1999 82 102
41. S. Garcia A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: a case study on the CEC'2005 Special Session on Real Parameter Optimization Journal of Heuristics 15 6 2009 617 644