Forecasting trends with asset prices |
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Authors: | Ahmed Bel Hadj Ayed Grégoire Loeper Frédéric Abergel |
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Affiliation: | 1. Laboratory MICS, Chair of Quantitative Finance, CentraleSupélec, Chatenay-Malabry, France.;2. BNP Paribas Global Markets, Paris, France.;3. School of Mathematical Sciences, Monash University, Victoria, Australia. |
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Abstract: | The question of interest in this paper is the estimation of the trend of a financial asset, and the impact of its misspecification on investment strategies. The setting we consider is that of a stochastic asset price model where the trend follows an unobservable Ornstein–Uhlenbeck process. Motivated by the use of Kalman filtering as a forecasting tool, we address the problem of parameter estimation, and measure the effect of parameter misspecification. Numerical examples illustrate the difficulty of trend forecasting in financial time series. |
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Keywords: | Trend estimation Investment strategies Kalman filter Ornstein–Uhlenbeck process |
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