An algorithmic approach to parameter selection in machine learning using meta-optimization techniques

WSEAS Transactions on Systems

Volumn 13, Issue 1, 2014, Pages 203-212

  Camilleri, Michel ^a   Neri, Filippo ^b   Papoutsidakis, Michalis ^c  

^a UNIVERSITY OF MALTA   (Malta)

^b UNIVERSITY OF NAPLES FEDERICO II   (Italy)

^c UNIVERSITY OF WEST ATTICA   (Greece)

Author keywords

Machine learning; Metaheuristics optimization

Indexed keywords

ARTIFICIAL INTELLIGENCE; GENETIC ALGORITHMS; LEARNING SYSTEMS; PARAMETER ESTIMATION;

ALGORITHMIC APPROACH; META HEURISTICS; META-OPTIMIZATION; OPTIMAL PARAMETER; OPTIMAL PARAMETER SETTINGS; OPTIMIZATION ALGORITHMS; PARAMETER SELECTION; SIMPLE GENETIC ALGORITHM;

OPTIMIZATION;

EID: 84899079592     PISSN: 11092777     EISSN: 22242678     Source Type: Journal    
DOI: None     Document Type: Article

References (40)

1. C Blum and A Roli, Metaheuristics in combinatorial optimization: Overview and conceptual comparison, ACM Computing Surveys, 35:268-308, 2003.
2. A E Eiben and S K Smit, Parameter tuning for configuring and analyzing evolutionary algorithms, Swarm and Evolutionary Computation, page 19 31, 2011.
3. A E Eiben, R Hinterding, and Z Michalewicz, Parameter control in evolutionary algorithms, IEEE Transactions on Evolutionary Computation, 3: 124-141, 1999.
4. A. Frank and A. Asuncion, UCI machine learning repository, 2010.
5. D. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley, Reading, Ma, 1989.
6. J J Grefenstette, Optimization of control parameters for genetic algorithms, IEEE Transactions on Systems, Man, and Cybernetics, 16: 122 128, 1986.
7. M Hall, E Frank, G Holmes, B Pfahringer, P Reutemann, and I H Witten, The weka data mining software: An update. SIGKDD Explorations, 11, 2009.
8. Frank Hutter, Holger H Hoos, Kevin Leyton-Brown, and Thomas Stuutzle, Paramils:an automatic algorithm configuration framework, Journal of Artificial Intelligence Research (JAIR), 6: 267-306, 2009.
9. A. M. Kassem, Fuzzy-Logic Based Self-tuning PI Controller for High-Performance Vector Controlled Induction Motor Fed by PV-Generator, WSEAS Transaction on Systems, WSEAS Press, 12(1):22-31, 2013.
10. Z Michalewicz, Genetic algorithms + data structures = evolution programs, Springer, 1996.
11. D. Michie, D.J. Spiegelhalter, and C.C. Taylor, Machine learning, neural and statistical classification, 1994.
12. F. Neri, Traffic packet based intrusion detection: decision trees and genetic based learning evaluation", WSEAS Transactions on Computers, 9(4): 1017-1024, 2005.
13. F. Neri, Learning and Predicting Financial Time Series by Combining Evolutionary Computation and Agent Simulation, Applications of Evolutionary Computation, EvoApplications, LNCS 6625, Springer, Heidelberg, pages 111-119, 2011.
14. F. Neri, PIRR: a Methodology for Distributed Network Management in Mobile Networks, WSEAS Transactions on Information Science and Applications, WSEAS Press, 5(3):306-311,2008.
15. A. S. Staines, and F. Neri, A Matrix Transition Oriented Net for Modeling Distributed Complex Computer and Communication Systems, WSEAS Transactions on Systems, in press, 2014.
16. F. Neri, Software agents as a versatile simulation tool to model complex systems, WSEAS Transactions on Information Science and Applications, issue 5, vol. 7, pp. 609-618, 2010.
17. F. Neri, Empirical investigation of word-of-mouth phenomena in markets: a software agent approach, WSEAS Transactions on Computers, issue 8, vol. 4, pp. 987-994, 2015.
18. F. Neri, Quantitative Estimation of Market Sentiment: a discussion of two alternatives", WSEAS Transactions on Systems, WSEAS Press, 11(12):691-702,2012.
19. M E H Pederson and A J Chipperfield, Simplifying particle swarm optimization, Applied Soft Computing, 10: 618-628, 2009.
20. J. R. Quinlan, Induction of decision trees, Machine Learning, 1(1): 81-106, 1986.
21. M Reif, F Shafait, and A Dengel, Meta-learning for evolutionary parameter optimization of classifiers, Machine Learning, 87: 357-380, 2012.
22. A. M. Reza, Adaptive Noise Filtering of Image Sequences in Real Time, WSEAS Transaction on Systems, WSEAS Press, 12(4):189-201,2013.
23. K A Smith-Miles, Cross-disciplinary perspectives on meta-learning for algorithm selection, ACM Computing Surveys, 41:Art 6, 2008.
24. M. Papoutsidakis, F. Neri, and M. Camilleri, Intelligent Algorithms Based on Data Processing for Modular Robotic Vehicles Control, WSEAS Transactions on Systems, in press, 2014
25. P. Hajek, and F. Neri, An introduction to the special issue on computational techniques for trading systems, time series forecasting, stock market modeling, financial assets modeling WSEAS Transactions on Business and Economics 10(4): 201-292, 2013.
26. M. Azzouzi, and F. Neri, An introduction to the special issue on advanced control of energy systems (2013) WSEAS Transactions on Power Systems, 8(3): 103, 2013.
27. Z. Bojkovic, and F. Neri, An introduction to the special issue on advances on interactive multimedia systems WSEAS Transactions on Systems, 12(7): 337-338, 2013.
28. L. Pekar, and F. Neri, An introduction to the special issue on advanced control methods: Theory and application WSEAS Transactions on Systems, 12(6): 301-303, 2013.
29. C. Guarnaccia, and F. Neri, An introduction to the special issue on recent methods on physical polluting agents and environment modeling and simulation, WSEAS Transactions on Systems, 12(2): 53-54, 2013.
30. F. Neri, An introduction to the special issue on computational techniques for trading systems, time series forecasting, stock market modeling, and financial assets modeling, WSEAS Transactions on Systems, 11(12): 659-660, 2012.
31. M. Muntean, and F. Neri, Foreword to the special issue on collaborative systems, WSEAS Transactions on Systems, 11(11): 617, 2012.
32. L. Pekar, and F. Neri, An introduction to the special issue on time delay systems: Modelling, identification, stability, control and applications, WSEAS Transactions on Systems, 11(10): 539-540, 2012.
33. C. Volos, and F. Neri, An introduction to the special issue: Recent advances in defense systems: Applications, methodology, technology, WSEAS Transactions on Systems, 11(9): 477-478, 2012
34. F. Neri, Open research issues on Computational Techniques for Financial Applications WSEAS Transactions on Systems, in press, 2014.
35. C.F. de Melo, and F. Neri, Open research issues on Orbital Dynamics and Spacecraft Attitude Control, WSEAS Transactions on Systems, in press, 2014.
36. I. Eleftheriadis, N. Loukeris, and F. Neri, Open research issues on Advanced Control Methods: Theory and Application, WSEAS Transactions on Systems, in press, 2014.
37. M. Panoiu, and F. Neri, Open research issues on Modeling, Simulation and Optimization in Electrical Systems, WSEAS Transactions on Systems, in press, 2014.
38. S. P. Karthikeyan, and F. Neri, Open research issues on Deregulated Electricity Market: Investigation and Solution Methodologies, WSEAS Transactions on Systems, in press, 2014.
39. C. Ciufudean, and F. Neri, Open research issues on Multi-Models for Complex Technological Systems, WSEAS Transactions on Systems, in press, 2014.
40. A. V. Doroshin, and F. Neri, Open research issues on Nonlinear Dynamics, Dynamical Systems and Processes, WSEAS Transactions on Systems, in press, 2014.