8. Appendix
8.A. Kernel Function
Let the kernel function be:
k (x,y) =
_______________(ι-M)2(ι-H)2_______________
≈2y2 + ≈2(1-∣y∣)2 + (1-∣≈∣)2y2 + (1-∣≈∣)2(1-∣y∖)2 ’
0,
if both ∣x∣ ≤ 1 and ∣y∣ ≤ 1 .
elsewhere.
K (x,y) has the following desirable properties. First, it is symmetric and nonnegative.
Second, it reaches a max of 1 if both x = 0 and у = 0. Since x = ɑʌɪ21 , у = ɑʌ^22 this implies a weight
of 1 in case (ζ 1, ζ2) coincides with one interpolation point.
Third, since the grid of (ζ 1, ζ2) is equispaced, K (x, у) will assign positive weights to at most 4 interpolation
points closest to (ζ 1,ζ2).
Fourth, it can be verified that:
OO OO
ʃ ʃ K (x,y)
-∞ -∞
dxdy =
ff K (x,y)
dxdy = 1,
-1 -1
which establishes that K (x, y) is a valid kernel function. See Figure 5 for a graphical representation.
8.B. Weighting Function
½ Ъ1
(eST χ+θυτ y) K (x,y) dxdy. With the discussed choice of the kernel
By construction, W (θsτ ,θυτ ) = ʃ ʃ e-t
02 ɑl
function, this specializes as:
1 1
W (θsτ ,θvτ )
ʃ ʃe-1^ x+θ-τ y)K (x,y) dxdy =
-1 -1
1 1
ʃ ʃ cos(θ5τx ÷ θvτy)K (x,y) dxdy
-1 -1
i/ ∕sto(..r
-1 -1
x ÷ θvτy)K (x, y) dxdy
1 1
∕7"*θ-x ÷ ,„y)K (x,y) dxdy.
-1 -1
W (θsτ, θυτ) may be evaluated in a number of ways. A direct approach is to approximate it by numerical
integration.
A better way is to exploit the properties of the cosine function. Taylor expanding cos(θsτx ÷ θυτy) and
20
More intriguing information
1. Strategic Planning on the Local Level As a Factor of Rural Development in the Republic of Serbia2. The name is absent
3. Keynesian Dynamics and the Wage-Price Spiral:Estimating a Baseline Disequilibrium Approach
4. Olfactory Neuroblastoma: Diagnostic Difficulty
5. Evolution of cognitive function via redeployment of brain areas
6. The purpose of this paper is to report on the 2008 inaugural Equal Opportunities Conference held at the University of East Anglia, Norwich
7. The name is absent
8. ASSESSMENT OF MARKET RISK IN HOG PRODUCTION USING VALUE-AT-RISK AND EXTREME VALUE THEORY
9. The Complexity Era in Economics
10. Towards Learning Affective Body Gesture