Optimal Portfolios of Mean-Reverting Instruments
نویسندگان
چکیده
In this paper we investigate portfolios consisting of instruments whose logarithms are mean-reverting. Under the assumption that portfolios are constant, we derive analytic expressions for the expected wealth and the quantile-based risk measure capital at risk. Assuming that short-selling and borrowing is allowed, we then solve the problems of global minimum capital at risk, and problem of finding maximal wealth subject to constrained capital at risk. We illustrate these results with some numerical examples, that show the strong effect of the mean-reversion rates on the portfolio choice.
منابع مشابه
Optimizing sparse mean reverting portfolios
In this paper we investigate trading with optimal mean reverting portfolios subject to cardinality constraints. First, we identify the parameters of the underlying VAR(1) model of asset prices and then the quantities of the corresponding OrnsteinUhlenbeck (OU) process are estimated by pattern matching techniques. Portfolio optimization is performed according to two approaches: (i) maximizing th...
متن کاملIdentifying Small Mean Reverting Portfolios
Given multivariate time series, we study the problem of forming portfolios with maximum mean reversion while constraining the number of assets in these portfolios. We show that it can be formulated as a sparse canonical correlation analysis and study various algorithms to solve the corresponding sparse generalized eigenvalue problems. After discussing penalized parameter estimation procedures, ...
متن کاملSparse, mean reverting portfolio selection using simulated annealing
We study the problem of finding sparse, mean reverting portfolios based on multivariate historical time series. After mapping the optimal portfolio selection problem into a generalized eigenvalue problem, we propose a new optimization approach based on the use of simulated annealing. This new method ensures that the cardinality constraint is automatically satisfied in each step of the optimizat...
متن کاملAmbiguous Risk Measures and Optimal Robust Portfolios
This paper deals with a problem of guaranteed (robust) financial decision-making under model uncertainty. An efficient method is proposed for determining optimal robust portfolios of risky financial instruments in the presence of ambiguity (uncertainty) on the probabilistic model of the returns. Specifically, it is assumed that a nominal discrete return distribution is given, while the true dis...
متن کاملA mispricing model of stocks under asymmetric information
We extend the theory of asymmetric information in mispricing models for stocks following geometric Brownian motion to constant relative risk averse investors. Mispricing follows a continuous mean–reverting Ornstein–Uhlenbeck process. Optimal portfolios and maximum expected log–linear utilities from terminal wealth for informed and uninformed investors are derived. We obtain analogous but more g...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- SIAM J. Financial Math.
دوره 2 شماره
صفحات -
تاریخ انتشار 2011