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On the Internal Path Length of d–dimensional Quad Trees

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<strong>the</strong> depth <strong>of</strong> <strong>the</strong> root is defined to be one; <strong>the</strong>n Y 1 = 1, Y 2 = 3, . . . Since <strong>the</strong><br />

subtrees <strong>of</strong> a random quad tree are again random quad trees <strong>the</strong> following<br />

recursion for <strong>the</strong> internal path length holds in distribution<br />

Y n D =<br />

2 d −1 ∑<br />

k=0<br />

Y (k) + n (12)<br />

I (n)<br />

k<br />

where (Y (k)<br />

i ) are independent copies <strong>of</strong> Y i and {(Y (k)<br />

i ), k = 0, . . . , 2 d −1}, I (n)<br />

are independent. We define Y 0 := 0. The expectation <strong>of</strong> <strong>the</strong> internal path<br />

length Y n is given in (3). The normalized version X n <strong>of</strong> Y n given by<br />

satisfies <strong>the</strong> modified recursion<br />

X n := Y n − IEY n<br />

n<br />

(13)<br />

X n D =<br />

2 d −1 ∑<br />

k=0<br />

I (n)<br />

k<br />

n X(k) I (n)<br />

k<br />

+ C n (I (n) ) (14)<br />

where (X (k)<br />

i ) are independent copies <strong>of</strong> X i , fur<strong>the</strong>r {(X (k)<br />

i ), k = 0, . . . , 2 d −<br />

1}, I (n) are independent and<br />

⎛<br />

⎞<br />

C n (i) := 1 + 1 2∑<br />

d −1<br />

⎝ IEY ik − IEY n<br />

⎠ (15)<br />

n<br />

k=0<br />

for i = (i 0 , . . . , i 2 d −1) with ∑ i k = n − 1.<br />

3 Limit <strong>the</strong>orem for <strong>the</strong> internal path length<br />

In order to obtain a limiting form <strong>of</strong> <strong>the</strong> recursion (14) we introduce <strong>the</strong><br />

simplex<br />

and <strong>the</strong> entropy functional<br />

T 2 d −1 := {x ∈ [0, 1] 2d |<br />

2 d −1 ∑<br />

i=0<br />

C : T 2 d −1 → IR, C(x) := 1 + 2 d<br />

6<br />

x i = 1} (16)<br />

2 d −1 ∑<br />

i=0<br />

x i ln x i (17)

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