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PageRank and Similar Ideas - SNAP - Stanford University

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HITS converges to a single stable point<br />

Slightly change the notation:<br />

Vector a = (a1…,an), h = (h1…,hn) Adjacency matrix (n x n): Aij=1 if ij<br />

Then:<br />

h a h A a<br />

h A a<br />

And likewise:<br />

So:<br />

i<br />

<br />

<br />

j i<br />

i<br />

j<br />

j<br />

2/12/2012 Jure Leskovec, <strong>Stanford</strong> C246: Mining Massive Datasets<br />

a<br />

<br />

A<br />

T<br />

h<br />

ij<br />

j<br />

[Kleinberg ‘98]<br />

45

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