Application of the power method to Web Search Engine: RankPage and Content Model

This work studies models and algorithms used by Internet search engines to evaluate the relevance of search results and display them in order of importance. These methods are rooted in linear algebra and can be interpreted in terms of graph theory. This text presents the foundational ideas, key theorems, and an iterative algorithm for assigning two types of scores (content and link) to web pages. We also discuss the conditions under which the algorithm converges and is ”well-posed.” Finally, we present an improved variant of the approach that takes into account higher-order connections between pages.

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Publication Details

Journal
WSEAS TRANSACTIONS ON COMPUTERS
Published
2025-09-19
DOI
https://doi.org/10.37394/23205.2025.24.15
Primary Topic
Web Data Mining and Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Application of the power method to Web Search Engine: RankPage and Content Model

A. Kanber
WSEAS TRANSACTIONS ON COMPUTERS
Web Data Mining and Analysis
article

Application of the power method to Web Search Engine: RankPage and Content Model

A. Kanber
article en

Abstract

This work studies models and algorithms used by Internet search engines to evaluate the relevance of search results and display them in order of importance. These methods are rooted in linear algebra and can be interpreted in terms of graph theory. This text presents the foundational ideas, key theorems, and an iterative algorithm for assigning two types of scores (content and link) to web pages. We also discuss the conditions under which the algorithm converges and is ”well-posed.” Finally, we present an improved variant of the approach that takes into account higher-order connections between pages.

WSEAS TRANSACTIONS ON COMPUTERSVol. 24
Département d'Informatique (FR)
Openalex Percentile: Top 63%
Web Data Mining and Analysis
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