Return-Based Style Analysis with Time-Varying Exposures
AbstractThis paper focuses on the estimation of mutual fund styles by return-based style analysis. Usually, the investment style is assumed to be either constant through time, or time variation is implicitly accounted for by using rolling regressions. The former assumption is often contradicted by data analysis, and the latter is inefficient due to its ad hoc chosen window size. We propose to use the Kalman filter to explicitly model time-varying exposures of mutual funds. This leads to a testable model and more efficient use of the data, which reduces the influence of spurious correlation between mutual fund returns and style indices.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by Tilburg University, Center for Economic Research in its series Discussion Paper with number 2001-96.
Date of creation: 2001
Date of revision:
Contact details of provider:
Web page: http://center.uvt.nl
kalman filter; investment trusts; investment analysis;
Other versions of this item:
- Laurens Swinkels & Pieter Van Der Sluis, 2006. "Return-based style analysis with time-varying exposures," The European Journal of Finance, Taylor & Francis Journals, vol. 12(6-7), pages 529-552.
- Laurens Swinkels, Pieter Jelle VanDerSluis, 2001. "Return-based Style Analysis with Time-varying Exposures," Computing in Economics and Finance 2001 125, Society for Computational Economics.
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models
- C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
- C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
- G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
- G20 - Financial Economics - - Financial Institutions and Services - - - General
- G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
This paper has been announced in the following NEP Reports:
- NEP-ALL-2001-12-26 (All new papers)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Erik R. Sirri & Peter Tufano, 1998. "Costly Search and Mutual Fund Flows," Journal of Finance, American Finance Association, vol. 53(5), pages 1589-1622, October.
- French, Kenneth R & Poterba, James M, 1991.
"Investor Diversification and International Equity Markets,"
American Economic Review,
American Economic Association, vol. 81(2), pages 222-26, May.
- Kenneth R. French & James M. Poterba, 1991. "Investor Diversification and International Equity Markets," NBER Working Papers 3609, National Bureau of Economic Research, Inc.
- Stephen Brown & William Goetzmann, 2001.
"Hedge Funds With Style,"
Yale School of Management Working Papers
ysm21, Yale School of Management, revised 01 Apr 2008.
- Brown, Stephen J. & Goetzmann, William N., 1997.
"Mutual fund styles,"
Journal of Financial Economics,
Elsevier, vol. 43(3), pages 373-399, March.
- Neil Shephard & Jurgen Doornik & Siem Jan Koopman, 1998.
"Statistical algorithms for models in state space using SsfPack 2.2,"
Economics Series Working Papers
1998-W06, University of Oxford, Department of Economics.
- Siem Jan Koopman & Neil Shephard & Jurgen A. Doornik, 1999. "Statistical algorithms for models in state space using SsfPack 2.2," Econometrics Journal, Royal Economic Society, vol. 2(1), pages 107-160.
- Koopman, S.J.M. & Shephard, N. & Doornik, J.A., 1998. "Statistical Algorithms for Models in State Space Using SsfPack 2.2," Discussion Paper 1998-141, Tilburg University, Center for Economic Research.
- ter Horst, Jenke R. & Nijman, Theo E. & de Roon, Frans A., 2004.
"Evaluating style analysis,"
Journal of Empirical Finance,
Elsevier, vol. 11(1), pages 29-53, January.
- Roon, F.A. de & Nijman, T.E. & Werker, B.J.M., 2000. "Evaluating Style Analysis," Research Paper ERS-2000-11-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus Uni.
- de Roon, Frans & Nijman, Theo E & ter Horst, Jenke, 2002. "Evaluating Style Analysis," CEPR Discussion Papers 3181, C.E.P.R. Discussion Papers.
- Horst, J.R. ter & Nijman, T.E. & Roon, F.A. de, 2004. "Evaluating style analysis," Open Access publications from Tilburg University urn:nbn:nl:ui:12-123840, Tilburg University.
- Roon, F.A. de & Nijman, T.E. & Horst, J.R. ter, 2000. "Evaluating Style Analysis," Discussion Paper 2000-64, Tilburg University, Center for Economic Research.
- Louis K.C. Chan & Hsiu-Lang Chen & Josef Lakonishok, 1999. "On Mutual Fund Investment Styles," NBER Working Papers 7215, National Bureau of Economic Research, Inc.
- Alexander, Gordon J. & Benson, P. George & Eger, Carol E., 1982. "Timing Decisions and the Behavior of Mutual Fund Systematic Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 17(04), pages 579-602, November.
- Huberman, Gur, 2001. "Familiarity Breeds Investment," Review of Financial Studies, Society for Financial Studies, vol. 14(3), pages 659-80.
- Carhart, Mark M, 1997. " On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
- Kim, Moon & Shukla, Ravi & Tomas, Michael, 2000. "Mutual fund objective misclassification," Journal of Economics and Business, Elsevier, vol. 52(4), pages 309-323.
- Heston, Steven L. & Rouwenhorst, K. Geert, 1994. "Does industrial structure explain the benefits of international diversification?," Journal of Financial Economics, Elsevier, vol. 36(1), pages 3-27, August.
- Josef Lakonishok & Andrei Shleifer & Richard Thaler & Robert Vishny, 1991.
"Window Dressing by Pension Fund Managers,"
NBER Working Papers
3617, National Bureau of Economic Research, Inc.
- Kim, Tae-Hwan & White, Halbert & Stone, Douglas, 2000.
"Asymptotic and Bayesian Confidence Intervals for Sharpe Style Weights,"
University of California at San Diego, Economics Working Paper Series
qt5h98h28m, Department of Economics, UC San Diego.
- Tae-Hwan Kim, 2005. "Asymptotic and Bayesian Confidence Intervals for Sharpe-Style Weights," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 3(3), pages 315-343.
- Ross, Stephen A., 1976. "The arbitrage theory of capital asset pricing," Journal of Economic Theory, Elsevier, vol. 13(3), pages 341-360, December.
- Durbin, James & Koopman, Siem Jan, 2001.
"Time Series Analysis by State Space Methods,"
Oxford University Press, number 9780198523543.
- Tom Doan, . "SEASONALDLM: RATS procedure to create the matrices for the seasonal component of a DLM," Statistical Software Components RTS00251, Boston College Department of Economics.
- Darolles, Serge & Vaissié, Mathieu, 2012. "The alpha and omega of fund of hedge fund added value," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1067-1078.
- Holmes, Kathryn A. & Faff, Robert, 2008. "Estimating the performance attributes of Australian multi-sector managed funds within a dynamic Kalman filter framework," International Review of Financial Analysis, Elsevier, vol. 17(5), pages 998-1011, December.
- Martin Bohl & Philipp Kaufmann & Patrick Stephan, 2012. "From Hero to Zero: Evidence of Performance Reversal and Speculative Bubbles in German Renewable Energy Stocks," CQE Working Papers 2412, Center for Quantitative Economics (CQE), University of Muenster.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Richard Broekman).
If references are entirely missing, you can add them using this form.