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
Link To Document :
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