DocumentCode
3118438
Title
Constant Markov Portfolio and its application to universal portfolio with side information
Author
Tsurusaki, Mariko ; Takeuchi, Juni´chi
Author_Institution
Grad. Sch. of Inf. Sci. & Electr. Eng., Kyushu Univ., Fukuoka, Japan
fYear
2012
fDate
1-6 July 2012
Firstpage
1623
Lastpage
1627
Abstract
We analyze properties of Constant Markov Portfolio (CMP), which we proposed as a generalized notion of Constantly Rebalanced Portfolio (CRP) in 2011, and present its generalization. In particular, we show the algorithm for exact computation of the Bayesian strategy for CMP by extending the algorithm for CRP given by Cover & Ordentlich in 1996. Further, we propose a generalization of CMP in order to design a strategy which employs the option of cash as side information. We show an efficient approximation algorithm to compute the universal strategy for the model based on EM algorithm.
Keywords
Bayes methods; Markov processes; stock markets; Bayesian strategy; CMP; CRP; EM algorithm; constant Markov portfolio; constantly rebalanced portfolio; side information; stock market; universal portfolio; Algorithm design and analysis; Approximation algorithms; Approximation methods; Hidden Markov models; Markov processes; Portfolios; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location
Cambridge, MA
ISSN
2157-8095
Print_ISBN
978-1-4673-2580-6
Electronic_ISBN
2157-8095
Type
conf
DOI
10.1109/ISIT.2012.6283550
Filename
6283550
Link To Document