Hierarchical Bayes Methods for Multifactor Model Estimation and Portfolio Selection

Published Online:https://doi.org/10.1287/mnsc.44.11.S111

References

  • Allenby G. M. , Lenk P. J. Reassessing brand loyalty, price sensitivity, and merchandising effects on consumer brand choice. J. Bus. Econom. Statist. (1995) 13 281 289CrossrefGoogle Scholar
  • Barnett G. , Kohn R. , Sheather S. Bayesian estimation of an autoregressive model using Markov chain Monte Carlo. J. Econometrics (1996) 74 237 254 CrossrefGoogle Scholar
  • Barry C. B. Portfolio analysis under uncertain means, variances, and covariances. J. Finance (1973) 29 515 522CrossrefGoogle Scholar
  • Berger J. Statistical Decision Theory and Bayesian Analysis (1985) (Springer Verlag, New York) CrossrefGoogle Scholar
  • Best M. J. , Grauer R. R. On the sensitivity of mean variance efficient portfolios to changes in asset means. Rev. Financial Stud. (1991) 4 315 342CrossrefGoogle Scholar
  • Board J. L. G. , Sutcliffe C. M. S. Estimation methods in portfolio selection and the effectiveness of short sales restrictions: U.K. evidence. Management Sci. (1994) 40 516 534 LinkGoogle Scholar
  • Campell J. Y. , Lo A. W. , MacKinlay A. C. The Econometrics of Financial Markets (1997) (Princeton University Press, Princeton, NJ) CrossrefGoogle Scholar
  • Chan K. C. , Chen N.-F. An unconditional asset-pricing test, and the role of firm size as an instrumental variable for risk. J. Finance (1988) 43 309 325 CrossrefGoogle Scholar
  • Chib S. , Greenberg E. Bayes inference in regression models with ARMA(p, q) errors. J. Econometrics (1994) 64 183 206CrossrefGoogle Scholar
  • Chopra V. K. , Ziemba W. T. The effect of errors in means, variances, and covariances on optimal portfolio choice. J. Portfolio Management (1993) 559 582 Google Scholar
  • Elton E. J. , Gruber M. J. Modern Portfolio Theory and Investment Management (1995) 5th ed. (John Wiley and Sons, New York) Google Scholar
  • Fama E. , French K. R. The cross section of expected stock returns. J. Finance (1992) 47 427 465CrossrefGoogle Scholar
  • Fama E. , French K. R. Explaining the cross section of expected stock returns. J. Finance (1995) 50 427 465 CrossrefGoogle Scholar
  • Fama E. , MacBeth J. Risk, return, and equilibrium: Empirical tests. J. Political Econom. (1973) 71 607 636 CrossrefGoogle Scholar
  • Frost P. A. , Savarino J. E. An empirical Bayes approach to efficient portfolio selection. J. Financial and Quant. Anal. (1986) 21 293 305 CrossrefGoogle Scholar
  • Gelfand A. E. , Smith A. F. M. Sampling based approaches to calculating marginal densities. J. Amer. Statist. Assoc. (1990) 85 398 409 CrossrefGoogle Scholar
  • George E. I. A formal Bayes multiple shrinkage estimator. Comm. Statist. (1986) A 15 2099 2114 CrossrefGoogle Scholar
  • Harvey C. , Ferson W. E. The variation of economic risk premiums. J. Political Econom. (1991) 99 385 415 CrossrefGoogle Scholar
  • Hastings W. K. Monte Carlo sampling methods using Markov chains and their applications. Biometrika (1970) 57 97 109 CrossrefGoogle Scholar
  • Jorion P. Bayes-Stein estimation for portfolio analysis. J. Financial Quant. Anal. (1986) 21 279 292 CrossrefGoogle Scholar
  • Karolyi G. A. Predicting risk: Some new generalizations. Management Sci. (1992) 38 57 74 LinkGoogle Scholar
  • Lindley D. V. , Smith A. F. M. Bayes estimates for the linear model. J. Roy. Statist. Soc., Series B (1972) 34 1 41 Google Scholar
  • Malkiel B. G. , Xu Y. Risk and return revisited. J. Portfolio Management (1997) 23 9 14 CrossrefGoogle Scholar
  • Markowitz H. M. Portfolio selection. J. Finance (1952) 7 77 91 Google Scholar
  • Müeller P. A generic approach to posterior integration and Gibbs sampling. (1991) . Technical report 91–09, Department of Statistics, Purdue University, West Lafayette, IN Google Scholar
  • Müeller P. , Rosner G. A semiparametric Bayesian population model with hierarchical mixture priors. (1994) . Technical report 94–17, Institute of Statistics & Decision Sciences, Duke University, Durham, NC Google Scholar
  • Press S. J. Applied Multivariate Analysis (1982) (Krieger Publishing Company, Inc., Melbourne, FL) Google Scholar
  • Quintana J. M. , Bernardo J. M. , Berger J. O. , Dawid A. P. , Smith A. F. M. Optimal portfolios of forward currency contracts. Bayesian Statistics 4: Proc. Fourth Valencia Internat. Meeting (1992) (Oxford University Press, New York) 753 762 Google Scholar
  • Roberts G. O. , Smith A. F. M. Bayesian computation via the Gibbs sampler and related Markov chain Monte Carlo methods. J. Roy. Statist. Soc. Series B (1993) 55 3 23Google Scholar
  • Rosenberg B. , James G. Prediction of beta from investment fundamentals. Financial Analysts J. (1976) 32 60 72CrossrefGoogle Scholar
  • Rosenberg B. , McKibben W. The prediction of systematic and specific risk in common stocks. J. Financial and Quant. Anal. (1973) 8 317 333 CrossrefGoogle Scholar
  • Tierney L. Markov chains for exploring posterior distributions (with discussion). Ann. Statist. (1994) 4 1701 1762 CrossrefGoogle Scholar
  • Vasicek O. A note on using cross-sectional information in Bayesian estimation of security betas. J. Finance (1973) 28 1233 1239 CrossrefGoogle Scholar
  • Wakefield J. C. , Smith A. F. M. , Racine-Poon A. , Gelfand A. E. Bayesian analysis of linear and non-linear population models by using the Gibbs sampler. Appl. Statist. (1994) 43 201 221 CrossrefGoogle Scholar
  • West M. , Harrison J. Bayesian Forecasting and Dynamic Models (1989) (Springer-Verlag, New York) CrossrefGoogle Scholar
  • Zellner A. An Introduction to Bayesian Inference in Econometrics (1971) (John Wiley and Sons, New York) Google Scholar
  • Zellner A. , Min C.-K. Gibbs sampler convergence criteria. J. Amer. Statist. Assoc. (1995) 90 921 927 CrossrefGoogle Scholar
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