Forecasting trends with asset prices

被引:4
|
作者
Ayed, Ahmed Bel Hadj [1 ,2 ]
Loeper, Gregoire [3 ]
Abergel, Frederic [1 ]
机构
[1] Cent Supelec, Lab MICS, Chair Quantitat Finance, Chatenay Malabry, France
[2] BNP Paribas Global Markets, Paris, France
[3] Monash Univ, Sch Math Sci, Clayton, Vic, Australia
关键词
Trend estimation; Investment strategies; Kalman filter; Ornstein-Uhlenbeck process; C; C3; MAXIMUM-LIKELIHOOD-ESTIMATION; STOCHASTIC VOLATILITY; BAYESIAN-ANALYSIS; PORTFOLIO;
D O I
10.1080/14697688.2016.1206959
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
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.
引用
收藏
页码:369 / 382
页数:14
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