• DocumentCode
    2181836
  • Title

    Factor graph switching portfolios under transaction costs

  • Author

    Bean, Andrew J. ; Singer, Andrew C.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    5748
  • Lastpage
    5751
  • Abstract
    We consider the sequential portfolio investment problem. Building on results in signal processing, machine learning, and other areas, we use factor graphs to develop new universal portfolio algorithms for switching strategies under transaction costs. These algorithms make use of a transition diagram in order to compactly rep resent and compute message passing on an exponentially increasing number of factor graphs. We compare this with a previous universal switching portfolios, demonstrating typically superior performance.
  • Keywords
    graph theory; investment; message passing; factor graph switching portfolio; machine learning; message passing; signal processing; switching strategy; transaction cost; transition diagram; Finance; Investments; Message passing; Portfolios; Signal processing; Signal processing algorithms; Switches; factor graphs; portfolios; sum-product; transaction costs; universal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5947666
  • Filename
    5947666