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10 1 ⋅ introduction summary In the remainder of this thesis, each chapter ends with a short summary of the major contributions. These discussions are intended to aid the brows- ability of the thesis. Reading only the introduction and summary of a chapter gives a flavor for the contributions. Readers should be able to determine if a chapter is worth their time from these. In this chapter, PageRank and this thesis are presented informally through the random surfer model. From this model, we discuss a few other ways of viewing PageRank and a few other ways of using PageRank. The random surfer model posits a surfer that moves to a linked page with probability α and “does something else” with probability 1 − α. This thesis focuses on the effect of the α parameter and investigates sensitivity with respect to that parameter.PDF Image | MODELS AND ALGORITHMS FOR PAGERANK SENSITIVITY
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