Comparing extended classifier system and genetic programming for financial forecasting: An empirical study

Soft Computing

Volumn 11, Issue 12, 2007, Pages 1173-1183

  Chen, Mu Yen ^a   Chen, Kuang Ku ^a   Chiang, Heien Kun ^a   Huang, Hwa Shan ^a   Huang, Mu Jung ^a  

^a NATIONAL CHANGHUA UNIVERSITY OF EDUCATION   (Taiwan)

Author keywords

Extended classifier system; Genetic programming; Learning classifier system; Machine learning

Indexed keywords

ARTIFICIAL INTELLIGENCE; FUZZY LOGIC; GENETIC ALGORITHMS; GENETIC PROGRAMMING; GLOBAL OPTIMIZATION; KNOWLEDGE BASED SYSTEMS;

FINANCIAL FORECASTING; GENETIC BASED MACHINE LEARNING; THREE-PHASE KNOWLEDGE EXTRACTION METHODOLOGY;

LEARNING SYSTEMS;

EID: 34547875056     PISSN: 14327643     EISSN: 14337479     Source Type: Journal    
DOI: 10.1007/s00500-007-0161-3     Document Type: Article

References (27)

1. Davidson JW, Savic DA, Walters GA (2003) Symbolic and numerical regression: Experiments and applications. Inf Sci 150(1/2):95-117
2. Giarratano J, Riley G (1998) Expert systems-principle and programming, 3rd edn. PWS Publishing Company, Boston
3. Goldberg DE (1989) Genetic algorithms in search, optimization, and machine learning. Addison-Wesley, Reading
4. Hashemi RR, Blanc LA, Rucks CT, Rajaratnam A (1998) A hybrid intelligent system for predicting bank holding structures. Eur J Oper Res 109:390-402
5. Holland JH (1975) Adaptation in natural and artificial systems. University Press of Michigan, Ann Arbor
6. Holland JH, Reitman JS (1978) Cognitive systems based on adaptive algorithms. In: Waterman DA, Hayes-Roth F (eds) Pattern directed interference systems. Academic, New York, pp 313-329
7. Holmes JH (1996) Evolution-assisted discovery of sentinel features in epidemiologic surveillance. PhD Thesis, Drexel University, Philadelphia
8. Holmes JH, Lanzi PL, Stolzmann W, Wilson SW (2002) Learning classifier systems: New models, successful applications. Inf Process Lett 82:23-30
9. Kovalerchuk B, Vityaev E (2000) Data mining in finance. Kluwer, Dordrecht
10. Koza JR (1992) Genetic programming, on the programming of computers by means of natural selection. MIT, Cambridge
11. Koza J, Goldberg D, Fogel D, Riolo R (1996) Genetic programming. In: Proceedings of the first annual conference. MIT, Cambridge
12. Liao PY, Chen JS (2001) Dynamic trading strategy learning model using learning classifier systems. In: Proceedings of the 2001 congress on evolutionary computation, pp 783-789
13. McIvor RT, McCloskey AG, Humphreys PK, Maguire LP (2004) Using a fuzzy approach to support financial analysis in the corporate acquisition process. Expert Syst Appl 27:533-547
14. Oh KJ, Kim TY, Min S (2005) Using genetic algorithm to support portfolio optimization for index fund management. Expert Syst Appl 28:371-379
15. Quinlan J (1986) Induction of decision tree. Mach Learn 1:81-106
16. Sette S, Wyns B, Boullart L (2004) Comparing Learning classifier systems and genetic programming: A case study. Eng Appl Artif Intell 17(2):199-204
17. Shin HW, Sohn SY (2003) Combining both ensemble and dynamic classifier selection schemes for prediction of mobile internet subscribers. Expert Syst Appl 25:63-68
18. Stolzmann W (2000) An introduction to anticipatory classifier systems. Lect Notes Artif Intell 1813:175-194
19. Sweency RJ (1988) Some new filter rule test: Methods and results. J Financ Quant Anal 23:285-300
20. Trippi RR, Desieno D (1992) Trading equity index futures with a neural network. J Portf Manage Fall 19:27-33
21. Tsang PK, Li YJ (2004) EDDIE - automation, a decision support tool for financial forecasting. Decis Support Syst 37:559-565
22. Wang YF (2003) Mining stock price using fuzzy rough set system. Expert Syst Appl 24:13-23
23. Wilson SW (1994) ZCS: A zeroth level classifier system. Evol Comput 2(1):1-18
24. Wilson SW (1996) Rule strength based on accuracy. Evol Comput 3(2):143-175
25. Wilson SW, Goldberg DE (1989) A critical review of classifier systems. In: Schaffer JD (ed) Proceedings of the 3rd international conference on genetic algorithms, pp 244-255
26. Yuan Y, Shaw MJ (1995) Induction of fuzzy decision trees. Fuzzy Sets Syst 69:125-139
27. Zhang Y, Bhattacharyya S (2004) Genetic programming in classifying large-scale data: An ensemble method. Inf Sci 163(1/3): 85-101