31/1/2000 - Well Separated Pairs Decomposition


Lecture is based on the paper:

Well Separated Pair Decomposition and Its Applications A decomposition of multidimensional point sets with applications to k nearest neighbors and n body potential fields
Paul Callahan and Rao Kosaraju

Journal of the ACM, Vol 42, No 1, January 19995, pp 67 90. online version


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Table of contents

Computational Geometry

References

Definitions

Well Separated

Interaction Product of A and B

Well Separated Pair Decomposition

Fair Split Tree

Fair Split

Just the place for a figure...

Fair Split Trees

WSPD Algorithm

Lemma 4.1

Lemma 4.1 - Proof

Observations

Observations II

Result

Finding k-nearest neighbor

Lemma 8.2

Lemma 8.3

K Nearest Neighbor

Algorithm

Figure

Result