Papers on PageRank you should read

PageRank is a standard and much discussed topic in SEO and while it is relevant, the methods and techniques discussed are often not. There is a lot of discussion around the original PageRank formula which is relevant, but there have been many changes and improvements since 1998. If you are an SEO who works with PageRank, you should read the following list of papers because they show that substantial change has ocurred since the early beginnings of the algorithm.

IMO there MozRank is far more valuable to SEOs than PageRank for the purpose of link analysis and seeing how the whole site structure holds, but that’s a discussion for another day.

Recent:

A cautious surfer for PageRank

Traps and pitfalls of topic-biased PageRank

PageRank revisited

An Arnoldi-type Algorithm for Computing PageRank

N-Step PageRank for Web Search

Maximizing PageRank via outlinks

Older:

Google’s pagerank and beyond: The science of search engine rankings

A Survey on PageRank computing

PageRank without Hyperlinks: Structural ReRanking using Links Induced by Language Models

An Analytical Comparison of Approaches to Personalizing PageRank

PageRank on semantic networks, with application to word sense disambiguation

The condition number of the PageRank problem

Beyond PageRank: machine learning for static ranking

Personalizing pagerank based on domain profiles

A reordering for the PageRank problem

The distribution of PageRank follows a power-law only for particular values of the damping factor

Alternatives to PageRank:

BackRank: an Alternative for PageRank?

PageRank Modifications & Alternatives (PPT)

Fiddling with PageRank

Google’s PageRank

Deeper Inside PageRank

Specifially aimed at SEO:

The Cost of Attack of PageRank

How PageRank Works & Why the Original PR Formula May be Flawed

Check out how to play to PageRank yourself:

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9 Comments Add Yours ↓

  1. 1

    Loved this post.. found it on Sphinn.. Appriciate your efforts… Looking forward to more collections of such papers … Thanks :)

  2. CJ #
    2

    Thank you Sandeep

  3. 3

    nice reference. michael nielsen’s discussion of pagerank a la mapreduce might also be of interest.

  4. CJ #
    4

    Cheers Jake, that’s a good one.

  5. 5

    nice iam get page rank 6 mount T_T

  6. 6

    Hi,

    We have just added your latest post “Science for SEO” to our Directory of Science . You can check the inclusion of the post here . We are delighted to invite you to submit all your future posts to the directory and get a huge base of visitors to your website.

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  7. 7

    nice article

  8. 8

    Wow first it was Michael Martinez now it’s you! Excellent resources and posts. I came through to read one article… I have been here now for about 1 hour. Great work

  9. CJ #
    9

    Thanks Gabriella, glad you like the blog!


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