Classification of Open-End Investment Funds Using Artificial Neural Networks. The Case of Polish Equity Funds
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DOI: 10.2478/ceej-2021-0020
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References listed on IDEAS
- Sha, Yezhou, 2020. "The devil in the style: Mutual fund style drift, performance and common risk factors," Economic Modelling, Elsevier, vol. 86(C), pages 264-273.
- K. J. Martijn Cremers & Antti Petajisto, 2009. "How Active Is Your Fund Manager? A New Measure That Predicts Performance," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3329-3365, September.
- Brown, Stephen J. & Goetzmann, William N., 1997.
"Mutual fund styles,"
Journal of Financial Economics, Elsevier, vol. 43(3), pages 373-399, March.
- William N. Goetzmann & Stephen J. Brown, 1998. "Mutual Fund Styles," Yale School of Management Working Papers ysm40, Yale School of Management.
- Martijn Cremers & Antti Petajisto, 2006. "How Active is Your Fund Manager? A New Measure That Predicts Performance," Yale School of Management Working Papers amz2370, Yale School of Management, revised 01 May 2009.
- Chua, Angeline Kim Pei & Tam, On Kit, 2020. "The shrouded business of style drift in active mutual funds," Journal of Corporate Finance, Elsevier, vol. 64(C).
- Jank, Stephan, 2012.
"Mutual fund flows, expected returns, and the real economy,"
Journal of Banking & Finance, Elsevier, vol. 36(11), pages 3060-3070.
- Jank, Stephan, 2011. "Mutual fund flows, expected returns, and the real economy," CFR Working Papers 11-04, University of Cologne, Centre for Financial Research (CFR).
- Qureshi, Fiza & Khan, Habib Hussain & Rehman, Ijaz Ur & Ghafoor, Abdul & Qureshi, Saba, 2019. "Mutual fund flows and investors’ expectations in BRICS economies: Implications for international diversification," Economic Systems, Elsevier, vol. 43(1), pages 130-150.
- Wermers, Russ, 2012. "A matter of style: The causes and consequences of style drift in institutional portfolios," CFR Working Papers 12-04, University of Cologne, Centre for Financial Research (CFR).
- Cao, Charles & Iliev, Peter & Velthuis, Raisa, 2017. "Style drift: Evidence from small-cap mutual funds," Journal of Banking & Finance, Elsevier, vol. 78(C), pages 42-57.
- Sensoy, Berk A., 2009. "Performance evaluation and self-designated benchmark indexes in the mutual fund industry," Journal of Financial Economics, Elsevier, vol. 92(1), pages 25-39, April.
- Indro, D. C. & Jiang, C. X. & Patuwo, B. E. & Zhang, G. P., 1999. "Predicting mutual fund performance using artificial neural networks," Omega, Elsevier, vol. 27(3), pages 373-380, June.
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More about this item
Keywords
open-end investment fund classification; equity funds; artificial neural networks; emerging market;All these keywords.
JEL classification:
- G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
- C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis
- C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
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