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博碩士論文 etd-0722104-193833 詳細資訊
Title page for etd-0722104-193833
論文名稱
Title
多因子模型於台股市場中立策略避險基金之應用
Taiwan multi-factor model construction: Equity market neutral strategies application
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
67
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2004-06-28
繳交日期
Date of Submission
2004-07-22
關鍵字
Keywords
市場中立策略、避險基金、多因子模型、絕對報酬、普通因子、買賣空股票策略
common factor, multi-factor model, market neutral strategy, long/short equity strategy, hedge fund, absolute return
統計
Statistics
本論文已被瀏覽 5841 次,被下載 19
The thesis/dissertation has been browsed 5841 times, has been downloaded 19 times.
中文摘要
本文以實務為導向,利用基礎橫斷面法(fundamental cross-sectional approach)建構了台灣股市多因子模型。 研究發現,本模型適用28個解釋因子(含20個產業因子),其解釋能力為58.6%(平均而言),此結果是相當令人滿意的。
此外,本研究以所建構的多因子模型為基礎,利用量化技術(quantitative techniques)模擬了股票市場中立策略之應用,期間為2003.1-2003.12。模擬結果證明了股票市場中立策略投資組合的三個主要特徵: 1)提供絕對報酬;2)與標竿表現(台股市場)相關性低;3)由於避險投組結構而呈現低風險(波動性)現象。
Abstract
This Thesis attempts to construct a Taiwan equity multi-factor model using fundamental cross-sectional approach step by step. It is found that the model involves 28 explanatory factors (including 20 industry factors) and its explanatory power is 58.6% on average. The results of the estimations can be considered very satisfactory.
Moreover, based on MFM, this study simulates applications of equity market neutral strategies through quantitative techniques over the period Jan.2003 – Dec.2003. The results verified that the three major characteristics of equity market neutral portfolio performance are: 1) providing absolute return; 2) lack of correlation to the equity benchmark; and 3) low volatility due to hedged portfolio structures.
目次 Table of Contents
Contents
I. Introduction and Background ……………………………………… 1
1.1 Hedge Fund Strategies……………..……………………………… 1
1.2 Modern Portfolio Theory and Multi-factor Model …………..…………… 3
1.3 The objective of this study …..………………………………………….. 4
1.4 Overview of the Thesis ….…..………………………………………….. 4
II. Multi-factor Risk Models ……….…..…………………………………… 5
2.1 Defining Multiple Factor Models …..………………………………........ 5
2.2 The Mathematics of Multi-factor Models ……………………………….. 6
2.3 Methodologies to Construct MFMs …………………………………….. 9
III. Equity Market Neutral Investing Strategy …………………………... 12
3.1 Defining Market Neutrality …………………………………………....... 12
3.2 Building a Long-Short Equity Portfolio ……………………………........ 14
3.3 Absolute Return of Market Neutrality …………………………………… 15
3.4 Costs for Market Neutral Investing ……………………………………... 19
3.5 Risks of Market Neutrality ………………………………………………. 20
3.6 Three Market Neutral Portfolio Construction Techniques ………........... 21
IV. Empirical Study of Taiwan MFM ……………………………………… 23
4.1 Data Sample ……………………………………………………………. 23
4.2 Methodologies of Modeling the Taiwan MFM ………………………….. 24
4.3 Empirical Results of Multi-factor Model ………………………………… 37
4.3.1 Factors Choose and Factor Exposures Capture …………………. 38
4.3.2 Factor Returns Estimation …………………………………..……. 38
4.3.3 Covariance Matrix Calculation ………………………..………….. 40
4.3.4 Specific Risk Matrix Forecasting ………………..………………… 42
4.3.5 Analysis of Empirical Result for MFM ………………..…………… 42
V. Application of Equity Market Neutral Risk Hedge Strategy …….… 45
5.1 Techniques of Market Neutral Portfolio Construction ………………….. 45
5.2 Simulation of Market Neutral Strategy Investing ……………………….. 48
5.3 Results of Market Neutral Risk Hedge Strategy Simulation ……........... 52
VI. Summary and Conclusion …………………………………………….. 55
References ……………...……………………………………………………. 58
Appendix A : Descriptor Definitions ............................................................. 61
Appendix B: The Contrast Table of Common Factor and its Abbreviation......... 68
參考文獻 References
References
1.Alexander, Carol (1996), the Handbook of Risk Management & Analysis, John Wiley & Sons, England.
2.Alexander, Carol and Anca Dimitriu (2002), “The Cointegration Alpha: Enhanced Index Tracking and Long-Short Equity Market Neutral Strategies,” ISMA Discussion Papers in Finance, UK, June.
3.Arnott, Robert D., and David J. Leinweber (1994), “Long-Short Strategies Reassessed,” Financial Analysts Journal, Vol. 50, No. 5, September.
4.BARRA (1998), “United States Equity Version 3 (E3),” Risk Model Handbook.
5.Bensman, Miriam (1995), “Psst, We’re Market-Neutral,” Institutional Investor, January.
6.Brush, John S. (1997), “Comparisons and Combinations of Long and Long-Short Strategies,” Financial Analysts Journal, Vol. 53, No.3, May/June, pp. 81-89.
7.Case, Douglas W. (2002), “Market Neutral Equity Investing- An Absolute Return Strategy,” Advanced Investment Partners (AIP), September 30.
8.Chan, L., J. Karcerski, and J. Lakonishok, (1999), “On Portfolio Optimization: Forecasting Covariances and Choosing the Risk Model,” Review of Financial Studies 12, pp. 937-974.
9.Connor, G. (1995), “The Three Types of Factor Models: A Comparison of Their Explanatory Power,” Financial Analysts Journal, May/June.
10.Curtis, Gregory (2002), “Modern Portfolio Theory and Quantum Mechanics,” The Journal of Wealth Management, Fall.
11.Elton, E.J. and M.J. Gruber (1995), Modern Portfolio Theory and Investment Analysis (5th Edition), John Wiley & Sons, New York.
12.Fama, E. and K. French (1992), "The Cross Section of Expected Stock Returns," Journal of Finance, Vol. 47, No 2, pp.427-466.
13.Fama, E. and K. French (1993), "Common Risk Factors in the Returns on Stocks and Bonds," Journal of Financial Economics, Vol. 33, No 1, pp. 3-54.
14.Freed, Steven F. (1999), “An Overview of Long-Short Equity Investing,” William M. Mercer Investment Consulting, Inc., No. 20, November 29.
15.Grinold, Richard C. (1989), “The Fundamental Law of Active Management,” The Journal of Portfolio Management, Vol. 15, No. 3, Spring, pp. 30-37.
16.Grinold, Richard C. and Ronald N. Kahn (2000), Active Portfolio Management: Quantitative Theory and Applications, 2nd ed., McGraw-Hill, New York.
17.Grinold, Richard C. and Ronald N. Kahn (2000), “The Efficiency Gains of Long-Short Investing,” Financial Analysts Journal, Vol. 56, No.6, Nov/Dec.
18.Gujarati, Damodar N. (2003), Basic Econometrics, 4th ed., pp. 361-363, McGraw Hill.
19.Hansell, Saul (1992), “The Other Side of Zero: market-neutral managers are leading pension funds into the forbidden world of short-selling,” Institutional Investor, New York, Apr, Vol. 26, Iss. 4, pp. 58-60.
20.Hsin, Philip, Morry Waked and Michael Shing (2002), “the Long and Short of It at BGI,” PensionsAsia magazine, Spring.
21.Ineichen, Alexander M. (2001), “Who’s Long? Market-neutral versus Long-short Equity,” Equity Derivatives Research, UBS Warburg, London.
22.Jacobs, B.I. and K.N. Levy (1993), “Long/Short Equity Investing,” The Journal of Portfolio Management, Fall.
23.Jacobs, B.I. and K.N. Levy (1995), “Market-Neutral Strategy Limits Risk,” Pension Management, July.
24.Jacobs, B.I. and K.N. Levy (1995), “More on Long-Short Strategies,” Financial Analysts Journal, March-April.
25.Jacobs, B.I. and K.N. Levy (1997), “The Long and Short on Long-Short,” The Journal of Investing, Spring.
26.Jacobs, B.I., K.N. Levy and D. Starer (1999), "Long-Short Portfolio Management: An Integrated Approach," The Journal of Portfolio Management, Winter.
27.Jacobs, Bruce I. and Kenneth N. Levy (1999), "Alpha Transport with Derivatives," The Journal of Portfolio Management, May.
28.Kao, Duen Li (2002), “Battle for Alpha: Hedge Funds versus Long-Only Portfolios,” Financial Analysts Journal, Vol. 58, Iss. 2, Mar/Apr.
29.Keim, D. and A. Madhavan (1998), “The Cost of Institutional Equity Trades: An Overview,” Financial Analysts Journal, 54: pp. 50-69.
30.Lederman, Jess and Robert A. Klein, editors (1995), Hedge Funds, Chicago: Irwin Professional Publishing.
31.Lederman, Jess and Robert A. Klein, editors (1996), Market Neutral, Chicago: Irwin Professional Publishing.
32.Madhavan, Ananth and Jian Yang (2003), "Practical Risk Analysis," The Journal of Portfolio Management, Fall.
33.Markowitz, H. M. (1952), “Portfolio selection,” The Journal of Finance, 7(1), March, pp. 77-91
34.Michaud, Richard (1993), “Are Long-Short Equity Strategies Superior?” Financial Analysts Journal, Vol. 49, No. 6, November/December, pp. 44-49.
35.Nicholas, Joseph G. (1999), Investing in Hedge Fund: Strategies for the New Marketplace, Bloomberg press.
36.Putnam, Blu (1998), “What is Market Neutral Anyway?” Global Investor.
37.Rosenberg, Barr (1974), “Extra-Market Components of Covariance in Security Returns,” Journal of Financial and Quantitative Analysis, pp. 263-274.
38.Ross, Stephen (1976), “The Arbitrage Theory of Capital Asset Pricing,” Journal of Economic Theory, 13, No. 3, pp. 341-360
39.Schmitz, John J. (2003), “Market Neutral Strategies,” Canadian Investment Review, Spring. Vol. 16, Iss. 1, p. 45
40.Sharpe, W.F. (1964), “Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk,” Journal of Finance, 19, pp. 425-442
41.Stephan, Thomas G., Raimond Maurer and Martin Dürr (2000), “A Multiple Factor Model for European Stocks,” working paper series: finance & accounting, No.57, Goethe University Frankfurt am Maim, September.
42.White, H. (1980), “A Heteroscedasticity Consistent Covariance Matrix Estimation and a Direct Test of Heteroscedasticity,” Econometrica, vol. 48, pp. 817-818.
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