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The relationship between DSGE and VAR models - cemmap

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which can be solved using, for example, the algorithms of Blanchard <strong>and</strong> Kahn (1980), Uhlig<br />

(1999) or Sims (2002) to obtain an equation of the form (11).<br />

<strong>The</strong> next step involves choosing the set of observables, which in the AS model are<br />

Y t D .br t ;by t ; b t /: (18)<br />

Putting together (11) <strong>and</strong> (10) one can obtain the ABCD representation (2) of the loglinearized<br />

<strong>DSGE</strong> model, which is a useful starting point for discussing the <strong>relationship</strong> <strong>between</strong><br />

<strong>DSGE</strong> <strong>and</strong> <strong>VAR</strong> <strong>models</strong>.<br />

In the case of the AS model, for example, as shown by Komunjer <strong>and</strong> Ng (2011) <strong>and</strong> Morris<br />

(2012), the minimal state representation of the model (i.e., the representation of the model with<br />

the smallest number of state variables) for parameters calibrated as<br />

D .; ; ; ; ; 1 ; 2 ; r ; z ; g ; r ; z ; g / D (19)<br />

.0:995; 0:1; 53:68; 2; 1:01; 1:5; 0:5; 0:75; 0:9; 0:95; 0:002; 0:003; 0:006/<br />

is given by:<br />

2 3<br />

bz t<br />

6 bg<br />

4 t 7<br />

5<br />

br t<br />

| {z }<br />

X t<br />

2 3<br />

br t<br />

6 by<br />

4 t 7<br />

5<br />

b t<br />

| {z }<br />

Y t<br />

D<br />

D<br />

2<br />

3 2 3 2<br />

32<br />

3<br />

0:90 0 0 bz t 1 1 0 0 " zt<br />

6 0 0:95 0 7 6 bg<br />

4<br />

5 4 t 1 7<br />

5 C 6 0 1 0 76<br />

"<br />

4<br />

54<br />

gt 7 (20)<br />

5<br />

0:55 0 0:51 br t 1 0:61 0 0:69 " rt<br />

| {z }<br />

| {z } | {z }<br />

A<br />

B<br />

" t<br />

2<br />

3 2 3 2<br />

3 2 3<br />

0:90 0 0 bz t 1 1 0 0 " zt<br />

6 0 0:95 0 7 6 bg<br />

4<br />

5 4 t 1 7<br />

5 C 6 0 1 0 7 6 "<br />

4<br />

5 4 gt 7<br />

5 :<br />

0:55 0 0:51 br t 1 0:61 0 0:69 " rt<br />

| {z }<br />

| {z }<br />

C<br />

D<br />

with error covariance matrix<br />

2<br />

6 D 6<br />

4<br />

3<br />

0:003 2 0 0<br />

0 0:006 2 0 7<br />

5 : (21)<br />

0 0 0:002 2<br />

7

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