On the Internal Path Length of dâdimensional Quad Trees
On the Internal Path Length of dâdimensional Quad Trees
On the Internal Path Length of dâdimensional 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)