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Foundations of Data Science

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Destination<br />

Figure 4.17: For d < 2, ends points <strong>of</strong> long distance edges are uniformly distributed and<br />

on a short path it is unlikely to encounter one that takes you close to the destination.<br />

r > 2 The lengths <strong>of</strong> long distance edges tend to be short so the<br />

probability <strong>of</strong> encountering a sufficiently long, long-distance edge is<br />

too low.<br />

r = 2 Selecting the edge with end point closest to the destination<br />

finds a short path.<br />

r < 2 The ends <strong>of</strong> long distance edges tend to be uniformly distributed.<br />

Short paths exist but a polylog length path is unlikely<br />

to encounter a long distance edge whose end point is close to the<br />

destination.<br />

Figure 4.18: Effects <strong>of</strong> different values <strong>of</strong> r on the expected length <strong>of</strong> long distance edges<br />

and the ability to find short paths.<br />

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