Adaptive On-Line Page Importance Computation
A good explanation about the convergence of various algorithms. This paper also describes an adaptive and on-line algorithm for computing the page importance. It can be used for fo…
Authoritative Sources in a Hyperlinked Environment
HITs is a link-structure analysis algorithm which ranks pages by "authorities" (pages which have many incoming links and provide the best source of information on a given…
DiscoWeb: Discovering Web Communities Via Link Analysis
This paper describes a prototype system, later known as the Teoma Search Engine. It performs a Link Analysis, loosely based on the Kleimberg method, and computed at query time.
Extrapolation Methods for Accelerating PageRank Computations
A paper about the computation of PageRank using the standard Power Method and the new Quadratic Extrapolation which computes the principal eigenvector of the Markov matrix represe…
Finding Authorities and Hubs From Link Structures on the World Wide Web
A survey on PageRank, Hits and SALSA. It also describes two Bayesian statistical algorithms for ranking of hyperlinked documents and the concepts of monotonicity and locality, as w…
Improved Algorithms for Topic Distillation in Hyperlinked Environments
Given a typical user query to find quality documents related to the query topic. It uses an Hits variation.
Improvement of HITS-based Algorithms on Web Documents
It proposes a new weighted HITS-based method that assigns appropriate weights to in-links of root documents and combines content analysis with HITS-based algorithms.
Larry Page Describes PageRank
Postscript-format slides which introduces citation importance ranking by Larry Page, Google's founder.
Link Analysis, Eigenvectors, and Stability
Do Hits and PageRank (and some variations) give stable rankings under small perturbations to the linkage patterns? [PS format]
PageRank as a Random Walk
A general framework for measuring the quality of an index and providing the background on the PageRank and Random Walks. Imagine a Web surfer who wanders the Web. At each step, he/…
PageRank Calculation with Lossy Encoding
Lossy encoding for large scale PageRank calculation.
PageRank Computation Methods
A poster paper by Stanford db group which describes iterative methods for calculating PageRank. [PDF format]
PageRank: A Circuital Analysis
It shows some theoretical results for understanding the distribution of the score in the Web according to PageRank. Seven golden rules for building good pages are presented. [PDF …
Probabilistic Combination of Content and Links
It introduces a probabilistic model that integrates link topology (used to identify important pages), anchor text (used to augment the text of cited pages), and activation (spread…
SALSA: The Stochastic Approach for Link-Structure Analysis
A focused search algorithm (SALSA) based on Markov chains. It starts with a query on a broad topic, discards useless links, and then weights the remaining terms. A stochastic crawl…
Survey on Google's PageRank
Information on the algorithm, how to increase PageRank, what diminishes it and how to distribute PageRank within a website.
The Clever Project
The CLEVER search engine incorporates several algorithms that make use of hyperlink structure for discovering information on the Web. It is an extension of Hits method.
The EigenTrust Algorithm for Reputation Management in P2P Networks
An eingenvalues algorithm for calculating reputation in P2P networks and isolating malicious peers. There is a relationship with PageRank algorithm.
Showing 20–20 of 30 results