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Economic Models - Convex Optimization

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210 Athanasios Athanasenas<br />

Table 1. Determination of the value of p.<br />

Lag length p<br />

LR<br />

Value of p (probability)<br />

1 — —<br />

2 132.91 0.0000<br />

3 14.988 0.0047<br />

4 14.074 0.0071<br />

5 2.7328 0.6035<br />

6 5.1465 0.2726<br />

7 2.3439 0.6728<br />

8 5.2137 0.2661<br />

specified in Eq. (6b) has the following form:<br />

[ Y i W i t i ]<br />

−0.092971 0.028736 0.000320<br />

˜ =<br />

. (7)<br />

0.016209 −0.024594 0.000124<br />

4.2. Dynamic System Stability<br />

TheVAR(4) can be transformed to an equivalent first-order dynamic system,<br />

in the following way.<br />

⎡ ⎤ ⎡<br />

⎤ ⎡ ⎤<br />

x i A 1 A 2 A 3 A 4 x i−1<br />

⎢ Lx i<br />

⎣ L 2 ⎥<br />

x i<br />

⎦ = ⎢ I 2 0 0 0<br />

⎥ ⎢ Lx i−1<br />

⎣ 0 I 2 0 0 ⎦ ⎣ L 2 ⎥<br />

x i−1<br />

⎦<br />

L 3 x i 0 0 I 2 0 L 3 x i−1<br />

⎡ ⎤ ⎡ ⎤ ⎡ ⎤<br />

δ µ w i<br />

+ ⎢ 0<br />

⎥<br />

⎣ 0 ⎦ + ⎢ 0<br />

⎥<br />

⎣ 0 ⎦ t i + ⎢ 0<br />

⎥<br />

⎣ 0 ⎦ . (8)<br />

0 0 0<br />

L in this place, denotes the linear lag operator, such that L k z i = z i−k .<br />

Equation (8) can be written in a compact form as:<br />

y i = Ãy i−1 + d + zt i + v i<br />

(8a)<br />

where<br />

y i ′ = [x i Lx i L 2 x i L 3 x i ], d ′ = [δ 0 0 0],<br />

z ′ = [µ 0 0 0], v i ′ = [w i 0 0 0]<br />

and the dimension of matrix à is (8 × 8).

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