RAYMOND THÉORET, PIERRE ROSTAN AND ABDELJALIL EL-MOUSSADEK 101
Maturity
Yield
0510
0.02
0.025
0.03
0.035
0.04
0.045
0.05
0.055
0.06
15 20 25 30
Evolved 2 Sig
Realized
Evolved 1 Sig
EKF 1 Sig
EKF 2 Sig
Figure 5.3 Interest-rate term structures forecasted versus realized on
23 October 2002
by computing the RMSE:
RMSE=
√
√
√√ 1
n
∑n
i= 1
(Forecasted yield−Realized yield)^2
Figure 5.4 shows the term structures of the RMSE obtained from different
methods. We observe that the EKF approach with Bollinger bands and anti-
thetic variable with±1 sigma performs best. Followed by the same approach
except that the volatility has been estimated by GARCH (1,1). The evolved
approach with±2 sigma whatever the method of volatility estimation (EKF
or GARCH) performs better than the naïve approach.^17
In addition, we observe that the RMSE term structures are downward-
sloping. Oneofthepossiblereasonsisthatthismethodprobablydoesnotuse
all the information about the factor values contained in the cross-sectional
dimension.
In order to measure the exact contribution of introducing the Bollinger
bands to the F&V and EKF models, we perform theF-ratio test on
the RMSE.
H 0 is rejected in both tests since Fstat>F(241,240,.05).We conclude that the
differences in RMSE are significant for the two levels of Sigma (One-sigma
and Two-sigma) used in the Bollinger bands technique compare to F&V
coupled to EKFwithoutBollinger bands. This result suggests that associating