Self-organizing maps as a foundation for charting or geometric pattern recognition in financial time series

IEEE/IAFE Conference on Computational Intelligence for Financial Engineering, Proceedings (CIFEr)

Volumn 2003-January, Issue , 2003, Pages 387-394

  Tsao, Chueh Yung ^a   Chen, Shu Heng ^a  

^a NATIONAL CHENGCHI UNIVERSITY   (Taiwan)

Author keywords

Books; Econometrics; Economic forecasting; Finance; Pattern analysis; Pattern recognition; Self organizing feature maps; Signal analysis; Signal detection; Testing

Indexed keywords

ARTIFICIAL INTELLIGENCE; CONFORMAL MAPPING; ECONOMICS; FINANCE; FINANCIAL DATA PROCESSING; PATTERN RECOGNITION; SIGNAL ANALYSIS; SIGNAL DETECTION; STATISTICS; TESTING; TIME SERIES;

AUTOMATIC APPROACHES; BOOKS; ECONOMETRICS; ECONOMIC FORECASTING; FINANCIAL TIME SERIES; KOHONEN'S SELF-ORGANIZING MAPS; PATTERN ANALYSIS; SUBJECTIVE OBJECTS;

SELF ORGANIZING MAPS;

EID: 33750602027     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIFER.2003.1196286     Document Type: Conference Paper

References (12)

1. Kevin Chang and Carol Osler. Evaluating chart-based technical analysis: the head-and-shoulders pattern in foreign exchange markets. Working Paper, Federal Reserve Bank of New York, 1994.
2. Guido Deboeck and Teuvo Kohonen. Visual Explorations in Finance with Self-Organizing Maps. Springer, 1998.
3. Thomas R. Demark . The New Science of Technical Analysis. Wiley, 1994.
4. Eugene F. Fama and Kenneth R. French. Permanent and temporary components of stock prices. Journal of Political Economy, 96(2): 246-273, 1988.
5. Simon S. Haykin. Neural Networks: A Comprehensive Foundation. New York: MacMillan, 1994.
6. Anthony J. Hayter. A one-sided studentized range test for testing against a simple ordered alternative. Journal of the American Statistical Association, 85:778-785, 1990.
7. Anthony J. Hayter and Wei Liu. Exact calculations for the one-sided studentized range test for testing against a simple order alternative. Computational Statistics and Data Analysis, 22(1): 17-25, 1996.
8. Zhexue Huang. A fast clustering algorithm to cluster very large categorical data sets in data mining. First Asia Pacific Conference on Knowledge Discovery and Data Mining, Singapore, World Scientific, February, 1997.
9. Teuvo Kohonen. Self-organized foundation of topologically correct feature maps. Biological Cybernetics 43:59-69, 1982.
10. Teuvo Kohonen. Self-Organizing Maps. 2nd Edition, Springer, 1997.
11. Andrew W. Lo, Harry Mamaysky and Jiang Wang. Foundations of technical analysis: computational algorithms, statistical inference, and empirical implementation. Journal of Finance, 55(4):1705-1765, August, 2000.
12. Carol Osler and Kevin Chang. Head and shoulders: not just a flaky pattern. Staff Report No. 4, Federal Reserve Bank of New York, 1995.