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- 968 creator abraham-flaxman.
- 968 creator asela-gunawardana.
- 968 creator david-gleich.
- 968 creator paul-constantine.
- 968 type InProceedings.
- 968 label "Tracking the random surfer: Empirically measured teleportation parameters in PageRank".
- 968 sameAs 968.
- 968 abstract "PageRank computes the importance of each page in a directed graph under a random surfer model governed by a teleportation parameter. Commonly denoted alpha, this parameter models the probability of following an edge inside the graph or, when the graph comes from a network of web pages and links, clicking a link on a web page. We empirically measure the teleportation parameter based on browser toolbar logs and a click trail analysis. For a particular user or machine, such analysis produces a value of alpha. We find that these values nicely fit a Beta distribution with mean edge-following probability between 0.3 and 0.7, depending on the site. Using these distributions, we compute PageRank scores where PageRank is computed with respect to a distribution as the teleportation parameter, rather than a constant teleportation parameter. These new metrics are evaluated on the graph of pages in Wikipedia.".
- 968 hasAuthorList authorList.
- 968 isPartOf proceedings.
- 968 keyword "User models".
- 968 keyword "click logs".
- 968 keyword "personalization".
- 968 keyword "query logs".
- 968 title "Tracking the random surfer: Empirically measured teleportation parameters in PageRank".