题名

應用成分資料統計於最佳投資組合信賴區間之研究

并列篇名

Applying Compositional Data Analysis to Create Confidence Intervals of Optimal Portfolios

DOI

10.6338/JDA.201012_5(6).0009

作者

陳信宏(Hsin-Hung Chen);林榮鎮(Jung-Chen Lin)

关键词

成分資料 ; 信賴區間 ; 平均值-變異數投資模型 ; 投資組合 ; Compositional data ; confidence interval ; MV model ; portfolio

期刊名称

Journal of Data Analysis

卷期/出版年月

5卷6期(2010 / 12 / 01)

页次

135 - 150

内容语文

繁體中文

中文摘要

一般而言,國內外基金之實際資產配置比重均需隨市場環境之變化而作適度之調整。因此基金之管理除需要有中心配置之固定比重以外,更需建立一個變動之區間,以統計的觀點而言即是建立一個最佳投資組合比重的信賴區間。而最佳投資組合比重向量的性質與成分資料向量近似,其信賴區間的估計,可以利用求解成分資料的成分向量期望值與變異數來推估。因此本研究之主要目的即是利用成分資料的統計分析方法,建立最佳投資組合比重之信賴區間,以提供基金管理單位作決策之參考,其研究結果對於投資比重允許變動區間的客觀性與理論基礎將有莫大的助益。

英文摘要

Generally, national and international fund managements have to adjust investment proportions of financial assets by observing environment and market changes. Therefore, fund management units have to establish intervals of investment proportions of portfolios besides estimating optimal investment proportions. That is to find the confidence intervals of investment proportions in the point view of statistics. In fact, the nature of optimal investment proportions is similar to compositional data. The method of estimating mean and variance matrix of compositional data can be used to estimate those of investment proportions. Therefore, the purpose of this research is to establish the confidence intervals of optimal investment proportions by applying compositional data analysis of statistics. The results of this research are contributed to the theoretical foundation and objectivity for creating intervals of investment proportions in portfolios.

主题分类 基礎與應用科學 > 資訊科學
基礎與應用科學 > 統計
社會科學 > 管理學
参考文献
  1. 韋伯韜、蔡憲唐、陳信宏(2004)。以IRp投資組合績效指標建立資產配置決策之研究。中國統計學報,42,13-30。
    連結:
  2. 陳信宏、韋伯韜、蔡憲唐、傅懷慧(2005)。應用時間序列ARMA模型於資產配置之研究。中國統計學報,43,15-31。
    連結:
  3. Aitchison, J.(1982).The statistical analysis of compositional data (with discussion).J. R. Statist. Soc.,44,139-177.
  4. Aitchison, J.(1955).On the distribution of a positive random variable having a discrete probability mass at the origin.J. Amer. Statist. Assoc.,50,901-908.
  5. Aitchison, J.(1985).A general class of distributions on the simplex.J. R. Statist. Soc. B,47,136-146.
  6. Aitchison, J.,Lauder, I. J.(1985).Kernel density estimation for compositional data.Appl. Statist,34,129-137.
  7. Aitchison, J.,Shen, S. M.(1980).Logistic-normal distributions: some properties and uses.Biometrika,67,261-272.
  8. Aquino, R. Q.(2006).A variance equality test of the ICAPM on Philippine stocks: post-Asian financial crisis period.Applied Economics,38,353-362.
  9. Campbell, J. Y.,Viceira, L. M.(2005).The Term Structure of the Risk-Return Trade-Off.Financial Analysts Journal,61,34-44.
  10. Campbell, R.,Huisman, R.,Koedijk, K.(2001).Optimal portfolio selection in a Value-at-Risk framework.Journal of Banking & Finance,25,1789-1804.
  11. Darroch, J. N.,Ratcliff, D.(1971).A characterization of the Dirichlet distribution.Journal of Amer. Statist. Assoc,66,641-643.
  12. Dowd, K.(2000).Adjusting for risk: An improved Sharpe Ratio.International Review of Economics and Finance,9,209-222.
  13. Elton, E. J.,Gruber, M. J.(1995).Modern Portfolio Theory and Investment Analysis.New York:Wiley.
  14. Johnson, R. A.,Wichern, D. W.(1992).Applied Multivariate Statistical Analysis.New Jersey:Prentice Hall.
  15. Kroll, Y.,Levy, H.,Markowitz, H. M.(1984).Mean-variance versus direct utility maximization.The Journal of Finance,39,47-61.
  16. Levy, H.(1974).The rationale of the mean standard deviation analysis: comment.American Economic Review,64,434-441.
  17. Levy, H.,Markowitz, H. M.(1979).Approximating expected utility by a function of mean and variance.American Economic Review,69,308-317.
  18. Markowitz, H. M.(1959).Portfolio Selection: Efficient Diversification of Investments.New York:Wiley.
  19. Markowitz, H. M.(1952).Portfolio selection.The Journal of Finance,7,71-91.
  20. Murthi, B. P.,Choi, Y. K.,Desai, P.(1997).Efficiency of mutual funds and portfolio performance measurement: A non-parametric approach.European Journal of Operational Research,98,408-418.
  21. Sharpe, W. F.(1966).Mutual fund performance.The Journal of Business,34,119-138.
  22. Sharpe, W. F.(1994).The Sharpe Ratio.The Journal of Portfolio Management,21,49-58.
  23. Ulucan, A.(2007).An analysis of mean-variance portfolio selection with varying holding periods.Applied Economics,39,1399-1407.
  24. 白郁婷(1998)。公務人員退休撫卹基金監理委員會專題研究報告公務人員退休撫卹基金監理委員會專題研究報告,未出版
  25. 韋端、蔡憲唐、陳信宏(2002)。郵政儲金最佳資產配置之研究。中國統計學報,40,1-16。
  26. 張堯庭、謝邦昌(1998)。成分資料統計分析中成分向量期望值與變異數推估方法之研究。中國統計學報,36,55-68。
  27. 陳信宏(2004)。國立中山大學企業管理研究所。
  28. 蔡憲唐、韋伯韜、陳信宏(2004)。Applying Cauchy-Schwarz Maximization to Optimal Portfolio Decision with Short Sales Allowed。第十三屆南區統計研討會暨九十三年度中華機率統計學會研討會論文集