Question: Consider a multi - dimensional, metric space with eight points ( p; - pg ) and two multi - dimensional distance range queries ( q:
Consider a multidimensional, metric space with eight points p;pg and two multidimensional distance
range queries q: and qo as shown in the Figure below left part Recall that a data
point p is a result of a multidimensional distance range query q if distgp where dist
denotes the Euclidean distance. Based on the two queries, we can divide the space into parts: one
part containing points which are results to both queries ps one part containing points which are
results to g; but not g pp one part containing points which are results to g but not qpa Pe
and one part containing points which are results to neither query ps Such a division, can be
done hierarchically to form a pivot tree Ptree as shown in the figure. We can use q as root
to divide the space to points inside and outside distance range query q: and then use go to
further divide each partition into two parts based on whether they are inside range q Data
points are then allocated to the leaves of the tree.
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