Genetic Algorithms for architecture optimisation of Counter-Propagation Artificial Neural Networks

Chemometrics and Intelligent Laboratory Systems

Volumn 105, Issue 1, 2011, Pages 56-64

  Ballabio, Davide ^a   Vasighi, Mahdi ^b   Consonni, Viviana ^a   Kompany Zareh, Mohsen ^b  

^a UNIVERSITY OF MILANO BICOCCA   (Italy)

^b INSTITUTE FOR ADVANCED STUDIES IN BASIC SCIENCES IASBS   (Iran)

Author keywords

Classification; Counter Propagation Artificial Neural Networks; Genetic Algorithms; Optimisation

Indexed keywords

ANALYTICAL PARAMETERS; ARTICLE; ARTIFICIAL NEURAL NETWORK; BREAST CANCER; CHROMOSOME; CLASSIFICATION; COUNTER PROPAGATION ARTIFICIAL NEURAL NETWORK; DATA ANALYSIS; FITNESS FUNCTION; GENETIC ALGORITHM; GRID SEARCH; INFORMATION TECHNOLOGY; PRIORITY JOURNAL; VALIDATION PROCESS; WINE;

EID: 78650937098     PISSN: 01697439     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chemolab.2010.10.010     Document Type: Article

References (30)

1. Zupan J., Gasteiger J. Neural Networks for Chemists: An Introduction 1993, Weinheim, VCH-Verlag.
2. Zupan J., Novic M., Gasteiger J. Chemometr. Intel. Lab. Syst. 1995, 27:175-187.
3. Marini F., Zupan J., MagrÌ A.L. Anal. Chim. Acta 2004, 510:231-240.
4. Melssen W., Ustun B., Buydens L. Chemometr. Intel. Lab. Syst. 2007, 86:102-120.
5. Melssen W., Wehrens R., Buydens L. Chemometr. Intel. Lab. Syst. 2006, 83:99-113.
6. Hecht-Nielsen R. Appl. Opt. 1987, 26:4979-4984.
7. Zupan J., Novic M., Ruisánchez I. Chemometr. Intel. Lab. Syst. 1997, 38:1-23.
8. Packianather M.S., Drake P.R., Rowlands H. Qual. Reliab. Eng. Int. 2000, 16:461-473.
9. Khaw J.F.C., Lim B.S., Lim L.E.M. Neurocomputing 1995, 7:225-245.
10. Yang S.M., Lee G.S. J. Dyn. Syst. Meas. Contr. 1999, 121:560-563.
11. Leardi R., Boggia R., Terrile M. J. Chemometr. 1992, 6:267-281.
12. Leardi R. Genetic Algorithms in Molecular Modeling, Genetic Algorithms in Feature Selection 1996, Academic Press.
13. Leardi R. J. Chemometr. 2001, 15:559-569.
14. Curry B., Morgan P.H. Eur. J. Oper. Res. 2004, 154:191-205.
15. Kuzmanovski I., Dimitrovska-Lazova S., Aleksovska S. Anal. Chim. Acta 2007, 595:182-189.
16. Kuzmanovski I., Trpkovska M., Soptrajanov B. J. Mol. Struct. 2005, 744-747:833-838.
17. Polani D. Kohonen Maps, On the Optimisation of Self-organising Maps by Genetic Algorithms 1999, Elsevier, Amsterdam.
18. Kuzmanovski I., Novic M., Trpkovska M. Anal. Chim. Acta 2009, 642:142-147.
19. Leardi R., Lupianez A. Chemometr. Intel. Lab. Syst. 1998, 41:195-207.
20. Sutter J.M., Peterson T.A., Jurs P.C. Anal. Chim. Acta 1997, 342:113-122.
21. Ballabio D., Skov T., Leardi R., Bro R. J. Chemometr. 2008, 22:457-463.
22. Leardi R. J. Chemometr. 2000, 14:643-655.
23. Consonni V., Ballabio D., Todeschini R. J. Chem. Inf. Model. 2009, 49:1669-1678.
24. Hawkins D.M. J. Chem. Inf. Comput. Sci. 2004, 44:1-12.
25. Ballabio D., Consonni V., Todeschini R. Chemometr. Intel. Lab. Syst. 2009, 98:115-122.
26. Armanino C., Leardi R., Lanteri S., Modi G. Chemometr. Intel. Lab. Syst. 1989, 5:343-354.
27. Wolberg W.H., Mangasarin O.L. Proc. Natl Acad. Sci. USA 1990, 87:9193-9196.
28. Forina M., Armanino C., Castino M., Ubigli M. Vitis 1986, 25:189-201.
29. Forina M., Armanino C., Lanteri S., Tiscornia E. Food Research and Data Analysis, Classification of Olive Oils from Their Fatty Acid Composition 1983, Applied Science Publishers, London.
30. Mangasarin O.L., Wolberg W.H. SIAM News 1990, 23:1-18.