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
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;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6283550