Question: Consider a multi - dimensional, metric space with eight points ( p; - pg ) and two multi - dimensional distance range queries ( q:

Consider a multi-dimensional, metric space with eight points (p;-pg) and two multi-dimensional distance
range queries (q:,,) and (qo,2), as shown in the Figure below (left part). Recall that a data
point p is a result of a multi-dimensional distance range query (q,), if dist(g,p)<, where dist
denotes the Euclidean distance. Based on the two queries, we can divide the space into 4 parts: one
part containing points which are results to both queries (ps), one part containing points which are
results to g; but not g (p2,p7), one part containing points which are results to g2 but not q1(pa, Pe),
and one part containing points which are results to neither query (1,3, ps). Such a division, can be
done hierarchically to form a pivot tree (P-tree) as shown in the figure. We can use (q,1) as root
to divide the space to points inside and outside distance range query (q:,1) and then use (go,2) to
further divide each partition into two parts based on whether they are inside range (q2,2). Data
points are then allocated to the leaves of the tree.

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