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On the Internal Path Length of d–dimensional Quad Trees

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By calculation as in <strong>the</strong> pro<strong>of</strong> <strong>of</strong> Lemma 3.2<br />

⎛<br />

⎞<br />

IEC 2 (〈U〉) = −1 + 4 2<br />

d IE ∑<br />

d −1<br />

⎝ 〈U〉 2 i ln〈U〉 i<br />

⎠<br />

= −1 + 4 2∑<br />

d −1<br />

d 2<br />

i,j=0<br />

i=0<br />

IE[〈U〉 i 〈U〉 j ln〈U〉 i ln〈U〉 j ].<br />

The distribution <strong>of</strong> <strong>the</strong> factors 〈U〉 i 〈U〉 j ln〈U〉 i ln〈U〉 j only depends on <strong>the</strong><br />

number <strong>of</strong> digits in which <strong>the</strong> dual representations <strong>of</strong> i and j differ (see (5),<br />

(6)). Therefore<br />

⎛<br />

⎞<br />

2∑<br />

d −1<br />

IE ⎝ 〈U〉 i ln〈U〉 i<br />

⎠<br />

i=0<br />

2<br />

2<br />

( )<br />

d∑ d<br />

= 2 d l h . (45)<br />

h=0<br />

h<br />

l h can be calculated by first applying <strong>the</strong> functional equation <strong>of</strong> <strong>the</strong> logarithm.<br />

This yields d 2 terms <strong>of</strong> <strong>the</strong> form<br />

d−h ∏ d∏<br />

u<br />

∫[0,1] 2 d i<br />

i=1 i=d−h+1<br />

(u i (1 − u i )) ln ũ k ln ũ l dλ d (u)<br />

with ũ k = u k for k ≤ d − h and ũ k = 1 − u k for k > d − h. Then distinguish<br />

<strong>the</strong> cases 1 ≤ k, l ≤ d − h and d − h + 1 ≤ k, l ≤ d for k = l and k ≠ l<br />

and finally 1 ≤ k ≤ d − h < l ≤ d. The arising integrals can be calculated<br />

elementary. This implies <strong>the</strong> representation<br />

( ( 2 d<br />

) −1 [<br />

v d = 1 − −1 +<br />

3) 4 ( ) 2 d d∑<br />

( ) (1 d h<br />

]<br />

s<br />

d 2 h<br />

3<br />

h=0<br />

h 2)<br />

(46)<br />

where<br />

s h =<br />

( d<br />

3 − h 2<br />

) 2<br />

+ d ( ) 5<br />

9 + 4 − π2<br />

h.<br />

6<br />

Now a simplification with <strong>the</strong> help <strong>of</strong> Maple leads to <strong>the</strong> stated variance.<br />

l 2 -convergence implies convergence <strong>of</strong> second order moments. We obtain as<br />

Corollary <strong>the</strong> first order asymptotics <strong>of</strong> <strong>the</strong> variance <strong>of</strong> <strong>the</strong> internal path<br />

length Y n .<br />

14

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