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
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;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947666