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Asymptotic Methods in Statistical Inference - Statistics Centre

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132<br />

• Note that an unbiased estimate of<br />

= [ ( 1 )] is ³ 1 ´<br />

with<br />

dist<strong>in</strong>ct <strong>in</strong>dices 1 . Consider those ordered<br />

-tuples ( 1 )forwhich1≤ 1 ≤<br />

. Thereare ³ ´<br />

<br />

of these. (Reason: Anyoneof<br />

them can be permuted <strong>in</strong> ! ways to give a unique,<br />

unordered -tuple ( 1 ) with no repetitions;<br />

there are <strong>in</strong> total<br />

( − 1) ···( − +1)=!( − )!<br />

of these.)<br />

Averag<strong>in</strong>g the correspond<strong>in</strong>g values of gives another<br />

unbiased estimator:<br />

= ³ 1 X<br />

<br />

³ 1 ´<br />

´<br />

( 1 )<br />

with the sum be<strong>in</strong>g over these ordered -tuples.<br />

Any such statistic is called the U-statistic correspond<strong>in</strong>g<br />

to .<br />

— e.g. =1: = [ ()] = −1 P <br />

=1 ( )

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