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Asymptotic Methods in Statistical Inference - Statistics Centre

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131<br />

• A closely related estimate, and one with somewhat<br />

simpler asymptotic properties, is the ‘Ustatistic’.<br />

It differs from the V-statistic <strong>in</strong> disallow<strong>in</strong>g<br />

repetitions such as ( ).<br />

• There is a symmetric functional with the same<br />

expectation : first note that for<br />

= [ ( 1 )], ( 1 ) can be<br />

replaced by ³ 1 ´<br />

for any permutation<br />

( 1 ) of (1) without alter<strong>in</strong>g the expected<br />

value (s<strong>in</strong>ce 1 are i.i.d.), or by<br />

∗ ( 1 )= 1 !<br />

X<br />

<br />

³ 1 ´<br />

<br />

where the sum is over all ! permutations of (1).<br />

Thus also = [ ∗ ( 1 )] where ∗ is<br />

symmetric, i.e. <strong>in</strong>variant under permutations of<br />

its arguments. e.g. if =2then<br />

∗ ( 1 2 ) = 1 2 [ ( 1 2 )+ ( 2 1 )]<br />

= ∗ ( 2 1 )<br />

We will assume from now on that is symmetric.

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