• DocumentCode
    3118438
  • Title

    Constant Markov Portfolio and its application to universal portfolio with side information

  • Author

    Tsurusaki, Mariko ; Takeuchi, Juni´chi

  • Author_Institution
    Grad. Sch. of Inf. Sci. & Electr. Eng., Kyushu Univ., Fukuoka, Japan
  • fYear
    2012
  • fDate
    1-6 July 2012
  • Firstpage
    1623
  • Lastpage
    1627
  • Abstract
    We analyze properties of Constant Markov Portfolio (CMP), which we proposed as a generalized notion of Constantly Rebalanced Portfolio (CRP) in 2011, and present its generalization. In particular, we show the algorithm for exact computation of the Bayesian strategy for CMP by extending the algorithm for CRP given by Cover & Ordentlich in 1996. Further, we propose a generalization of CMP in order to design a strategy which employs the option of cash as side information. We show an efficient approximation algorithm to compute the universal strategy for the model based on EM algorithm.
  • Keywords
    Bayes methods; Markov processes; stock markets; Bayesian strategy; CMP; CRP; EM algorithm; constant Markov portfolio; constantly rebalanced portfolio; side information; stock market; universal portfolio; Algorithm design and analysis; Approximation algorithms; Approximation methods; Hidden Markov models; Markov processes; Portfolios; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
  • Conference_Location
    Cambridge, MA
  • ISSN
    2157-8095
  • Print_ISBN
    978-1-4673-2580-6
  • Electronic_ISBN
    2157-8095
  • Type

    conf

  • DOI
    10.1109/ISIT.2012.6283550
  • Filename
    6283550