Using a fuzzy association rule mining approach to identify the financial data association

Expert Systems with Applications

Volumn 39, Issue 10, 2012, Pages 9054-9063

  Ho, G T S ^a   Ip, W H ^a   Wu, C H ^a   Tse, Y K ^a,b  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b UNIVERSITY OF YORK   (United Kingdom)

Author keywords

Financial data association; Fuzzy association rule; Fuzzy set theory; Hang Seng Index

Indexed keywords

CONSUMER PRICE INDEX; DECISION SUPPORTS; EXPORT VALUE; FINANCIAL DATA; FINANCIAL MARKET; FUZZY ASSOCIATION RULE; GROSS DOMESTIC PRODUCTS; HANG SENG INDEX; HIDDEN RULES; HONG-KONG; INTEREST RATES;

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS; FUZZY RULES; FUZZY SET THEORY; PROFITABILITY;

ECONOMICS;

EID: 84862783731     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.02.047     Document Type: Article

References (24)

1. K.K. Ang, and C. Quek Stock trading using RSPOP: A novel rough set-based neuro-fuzzy approach IEEE Transactions on Neural Networks 17 5 2006 1301 1315
2. G.S. Atsalakis, and K.P. Valavanis Forecasting stock market short-term trends using a neuro-fuzzy based methodology Expert Systems with Applications 36 7 2009 10696 10707
3. P. Chang, and C. Liu A TSK type fuzzy rule based system for stock price prediction Expert Systems with Applications 34 1 2008 135 144
4. P.C. Chang, C.H. Liu, J.L. Lin, C.Y. Fan, and C.S.P. Ng A neural network with a case based dynamic window for stock trading prediction Expert Systems with Applications 36 3 2009 6889 6898
5. S.H. Chun, and Y.J. Park A new hybrid data mining technique using a regression case based reasoning: Application to financial forecasting Expert Systems with Application 31 2 2006 329 336
6. F. Coenen, and P. Leng The effect of threshold values on association rule based classification accuracy Data & Knowledge Engineering 60 2 2006 345 360 Feb. 2007
7. L. Dymova, P. Sevastianov, and P. Bartosiewicz A new approach to the rule-base evidential reasoning: Stock trading expert system application Expert Systems with Applications 37 8 2010 5564 5576
8. T.P. Hong, K.Y. Lin, and S.L. Wang Fuzzy data mining for interesting generalized association rules Journal of Fuzzy Sets and Systems 138 2003 255 269
9. C.J. Huang, J.J. Liao, D.X. Yang, T.Y. Chang, and Y.C. Luo Realization of a news dissemination agent based on weighted association rules and text mining techniques Expert Systems with Applications 37 2010 6409 6413
10. Hui, A. (2003). Using genetic programming to perform time-series forecasting of stock prices. Available at: . [Accessed 29 Aug 2011].
11. Iba, H.; Sasaki, T. (1999). Using genetic programming to predict financial data. In Proceedings of the congress on evolutionary computation, Washington, US (pp. 244-251).
12. K. Kim Artificial neural networks with evolutionary instance selection for financial forecasting Expert Systems with Applications 30 3 2006 519 526
13. K.J. Kim, and I. Han Genetic algorithms approach to feature discretization in artificial neural networks for the prediction of stock price index Expert Systems with Applications 19 2000 125 132
14. H. Kim, and K. Shin hybrid approach based on neural networks and genetic algorithms for detecting temporal patterns in stock markets Applied Soft Computing 7 2 2007 569 576
15. H.C.W. Lau, G.T.S. Ho, Y. Zhao, and N.S.H. Chung Development of a process mining system for supporting knowledge discovery in a supply chain network International Journal of Production Economics 122 2009 176 187
16. H.T. Liu An integrated fuzzy time series forecasting system Expert Systems with Applications 36 6 2009 10045 10053
17. Lu, H.; Han, J.; Feng, L. (1998).Stock movement and n-dimensional inter-transaction association rules. In Proceedings of the SIGMOD workshop research issues on data mining and knowledge discovery, Seattle, US (pp. 12:1-12:7).
18. M.M. Mostafa Forecasting stock exchange movements using neural networks: Empirical evidence from Kuwait Expert Systems with Applications 37 9 2010 6302 6309
19. K.J. Oh, T.Y. Jim, S.H. Min, and H.Y. Lee Portfolio algorithm based on portfolio beta using genetic algorithm Export Systems with Applications 30 3 2006 527 534
20. K.J. Oh, and T.Y. Kim Financial market monitoring by case-based reasoning Expert Systems with Applications 32 3 2007 789 800
21. M. Tavakkoli, A. Jamali, and A. Ebrahimi New Method to evaluate financial performance of companies by fuzzy logic: Case study, drug industry of Iran Asia Pacific Journal of Finance and Banking Research 4 4 2010 15 24
22. A. Tsakonas, G. Dounias, M. Doumpos, and C. Zopounidis Bankruptcy prediction with neural logic networks by means of grammar-guided genetic programming Expert Systems with Applications 30 3 2006 449 461
23. S. Walczak Gaining competitive advantage for trading in emerging capital markets with neural networks Journal of Management and Information Systems 16 1999 177 192
24. Z. Yudong, and W. Lenan Stock market prediction of S&P 500 via combination of improved BCO approach and BP neural network Expert Systems with Applications 36 5 2009 8849 8854