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Old 08-14-2008, 07:44 AM   #1 (permalink)
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Default Description of PageRank Calculation

Hi,
Academic citation literature has been applied to the web, largely by counting citations or backlinks to a given page. This gives some approximation of a page's importance or quality. PageRank extends this idea by not counting links from all pages equally, and by normalizing by the number of links on a page. PageRank is defined as follows:
We assume page A has pages T1...Tn which point to it (i.e., are citations). The parameter d is a damping factor which can be set between 0 and 1. We usually set d to 0.85. There are more details about d in the next section. Also C(A) is defined as the number of links going out of page A. The PageRank of a page A is given as follows:
PR(A) = (1-d) + d (PR(T1)/C(T1) + ... + PR(Tn)/C(Tn))
Note that the PageRanks form a probability distribution over web pages, so the sum of all web pages' PageRanks will be one.
PageRank or PR(A) can be calculated using a simple iterative algorithm, and corresponds to the principal eigenvector of the normalized link matrix of the web. Also, a PageRank for 26 million web pages can be computed in a few hours on a medium size workstation.
You can see:
infolab.stanford.edu/~backrub/google.html
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Old 08-14-2008, 09:54 AM   #2 (permalink)
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How old is that paper? Here is one on Pagerank I was reading today. Though it doesnt cover PR prediction
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Old 08-14-2008, 12:23 PM   #3 (permalink)
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Same question here...is this info updated?

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How old is that paper? Here is one on Pagerank I was reading today. Though it doesnt cover PR prediction
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