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
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