Title
Universal Switching And Side Information Portfolios Under Transaction Costs Using Factor Graphs
Abstract
We consider the sequential portfolio investment problem. We demonstrate that the insights of Blum and Kalai's transaction costs algorithm may be used to construct more sophisticated algorithms. In particular, we show that transaction costs can be taken into account in Cover and Ordentlich's side information portfolio and Kozat and Singer's switching portfolio. For these, we present the corresponding universal (low regret) performance bounds for each of these portfolios. We then present factor graph representations of the algorithms and demonstrate that computationally efficient algorithms may be derived from the graphs. Finally, we present results of simulations of one of the derived algorithms and compare it to other portfolios.
Year
DOI
Venue
2010
10.1109/ICASSP.2010.5495255
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING
Keywords
DocType
ISSN
universal, portfolio, transaction costs, factor graph, sum-product
Conference
1520-6149
Citations 
PageRank 
References 
0
0.34
0
Authors
2
Name
Order
Citations
PageRank
Andrew J. Bean1162.92
Andrew C. Singer21224104.92