[Tech] PageRank for premix routing?
Matthew Toseland
toad at amphibian.dyndns.org
Wed Feb 7 23:32:47 UTC 2007
Hmmm but does it work? Does it prevent Sybil?
On Wed, Feb 07, 2007 at 01:30:59PM +0000, Michael Rogers wrote:
> So I followed up a few of the refs from the Kleinberg paper...
>
> Katz came up with the idea of propagating trust/status/etc across a
> graph in 1953. In 1976, Pinski and Narin suggested normalising each
> node's output by dividing the output on each outgoing edge by the node's
> outdegree. Geller pointed out in 1978 that their model was equivalent to
> a Markov chain: the scores assigned to the nodes followed the Markov
> chain's stationary distribution. In other words, propagating
> trust/status/etc with normalisation at each node is equivalent to taking
> random walks from random starting points and counting how many times you
> end up at each node. (So either my assertion that a random walk would be
> likely to end at a Sybil node was wrong, or trust propagation isn't
> Sybil-resistant.)
>
> The only difference between Geller's model and PageRank is the damping
> factor: in PageRank you continue your random walk with probability d or
> jump to a random node with probability 1-d. (Incidentally, when the
> algorithm's described this way rather than in terms of a transition
> matrix, it's easy to see how you could implement it on a web spider.)
>
> Conclusion: we should be safe from the PageRank patent as long as we
> don't use a damping factor - the rest of the algorithm was published
> (and applied to social networks) 20 years before the patent.
>
> Cheers,
> Michael
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