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Derivatives -- the View from the Trenches

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The Difference between P and Q<br />

Suppose we know that under P<br />

dS<br />

S<br />

dt<br />

dW<br />

and assume that 0.17 . Then we wish to estimate <strong>the</strong> drift<br />

as<br />

1 St ( ) 1<br />

<br />

t S(0) 2<br />

2<br />

ˆ (ln )<br />

t<br />

We have<br />

std[ ˆ<br />

<br />

]<br />

<br />

t<br />

This gives us <strong>the</strong> following table<br />

horizon std[ ˆ ]<br />

1 17.0%<br />

10 5.4%<br />

20 3.8%<br />

50 2.4%<br />

100 1.7%<br />

200 1.2%<br />

400 0.9%<br />

To get within 1% error you need about 400 years of data.<br />

So with absence very very long time series of data it is<br />

extremely difficult to estimate <strong>the</strong> real distribution.<br />

This of course has <strong>the</strong> consequence that <strong>the</strong>re essentially are<br />

as many P measures as <strong>the</strong>re are agents in <strong>the</strong> economy!<br />

20

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