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Combining Link and Content Information in Web Search [chapter]

Matthew Richardson, Pedro Domingos
2004 Web Dynamics  
Previous Work • HITS -Start with a root set of results, add the pages that link to the root set and pages that the root set links to -Rank these pages based on "hubs and authorities" • PageRank -Determine  ...  page i next ) • P( Cj ) = P( J ) * P( Cj | J ) + P( B ) * P( Cj | B ) • P( Cj | B ) = ∑ P( Cj | ( Oi ∪ B ) Define P( Cj | J ) as 1 / N, where N is the number of documents in the corpus. • Define P( Cj  ...  Incorporating Content • Define P( Cj | J ) as the ratio of the relevance of j to the total relevance of all documents in corpus. • Define P( Cj | ( Oi B ) ) as the ratio of the ∪ relevance of j to the  ... 
doi:10.1007/978-3-662-10874-1_8 fatcat:ihz7beuijnbvjaelq2zyzf2byq

Combining structure search and content search for the World-Wide Web

Hermann Kaindl, Stefan Kramer, Luis Miguel Afonso
1998 Proceedings of the ninth ACM conference on Hypertext and hypermedia : links, objects, time and space---structure in hypermedia systems links, objects, time and space---structure in hypermedia systems - HYPERTEXT '98  
In our application of this approach to searching the WWW, we combine this kind of structure search with content search in a meta-search engine.  ...  When searching information in the World-Wide Web (WWW), the currently available search engines typically return too many irrelevant addresses to their users.  ...  ACKNOWLEDGMENTS The European Leonardo program supported the visit of the third author to Austria, where he worked for Siemens in an internship.  ... 
doi:10.1145/276627.276651 dblp:conf/ht/KaindlKA98 fatcat:kn2vkqsxk5ejlkkgwkqmc35wtu

Web Spam Detection Based On Link Diversity and Content Features

Xu Gongwen, Li Xiaomei, Zhang Zhijun, Xu Li' Na
2016 International Journal of Security and Its Applications  
In this method, the web pages ranking score is calculated by the TrustRank method combining web pages links diversity and the web pages content features.  ...  So after analyzing the link diversity and content features distribution of the web pages, a new web page ranking algorithm was proposed in this paper.  ...  Acknowledgements This work is partially supported by A Project of Shandong Province Higher Educational Science and Technology Programs (J12LN31, J13LN11, J14LN59), the Scientific Research Fund of the Second  ... 
doi:10.14257/ijsia.2016.10.7.32 fatcat:lue2qwihvjb5xcrcrsoc7nzyf4

Combining link and content analysis to estimate semantic similarity

Filippo Menczer
2004 Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters - WWW Alt. '04  
Search engines use content and link information to crawl, index, retrieve, and rank Web pages.  ...  and how text and link based measures should be combined.  ...  INTRODUCTION Search engines typically combine analysis of Web page content and links to retrieve and rank hits in response to user queries.  ... 
doi:10.1145/1013367.1013521 dblp:conf/www/Menczer04 fatcat:vralmmmzg5axjmm4t4k6d7plc4

Combining link and content analysis to estimate semantic similarity

Filippo Menczer
2004 Alternate track papers & posters of the 13th international conference on World Wide Web - WWW Alt. '04  
Search engines use content and link information to crawl, index, retrieve, and rank Web pages.  ...  and how text and link based measures should be combined.  ...  INTRODUCTION Search engines typically combine analysis of Web page content and links to retrieve and rank hits in response to user queries.  ... 
doi:10.1145/1010432.1010586 fatcat:okxs36gcovabbmcz4d35vytnpa

Improved Weight based Web Page Ranking Algorithm

Megha Bhawsar, Shraddha Kumar
2018 International Journal of Computer Applications  
Web page ranking is a technique to optimize the search engines for finding the more relevant content according to the user search query.  ...  For every kind of data and information search the users are completely dependent on different web search engines.  ...  When the user produces query to the search engine the search engine traverses this web graph and the relevancy is measured with the help of user query and the available contents in the web pages.  ... 
doi:10.5120/ijca2018918080 fatcat:rai7pozvtfg5dcdqk2oongxaf4

Using Web Graph Structure for Person Name Disambiguation

Elena Smirnova, Konstantin Avrachenkov, Brigitte Trousse
2010 Conference and Labs of the Evaluation Forum  
Our aim was to make use of intrinsic link relationships among Web pages for name resolution in Web search results. To date, link structure has not been used for this purpose.  ...  In the first stage, we find topically related pages for each search result page using graph-based random walk method. Next, we cluster Web search result pages with common related pages.  ...  The test data was composed of Web search results for each name including URL, title, rank information, search snippet and HTML content.  ... 
dblp:conf/clef/SmirnovaAT10 fatcat:d32355w3obhvlbhhu436uxbwgy

An Improved Framework for Content- and Link-Based Web-Spam Detection: A Combined Approach

Asim Shahzad, Nazri Mohd Nawi, Muhammad Zubair Rehman, Abdullah Khan, Bo Xiao
2021 Complexity  
In this modern era, people utilise the web to share information and to deliver services and products.  ...  Finally, we combined all the content- and link-based spam identification algorithms to identify both types of spam.  ...  In our framework, for detecting the spam web pages, we combined both content-based and link-based features.  ... 
doi:10.1155/2021/6625739 fatcat:tubnzq53mrh5vjagkeskz226g4

Overview of the NTCIR-5 WEB Navigational Retrieval Subtask 2 (Navi-2)

Keizo Oyama, Masao Takaku, Haruko Ishikawa, Akiko Aizawa, Hayato Yamana
2005 NTCIR Conference on Evaluation of Information Access Technologies  
In the Subtask, we attempted to assess the retrieval effectiveness of web search systems from a viewpoint of "Known Item Search" using a common data set, and built a re-usable test collection. 1.36TB web  ...  document data and 400 topics were distributed to the participants and, in turn, 35 run results were submitted by 4 participants and 28 by the organizers.  ...  Web crawling was performed in cooperation with e-Society Foundation Software project of the Ministry of Education, Culture, Sports, Science and Technology, Japan.  ... 
dblp:conf/ntcir/OyamaTIAY05 fatcat:ft3yc42u7zfxdeeopn7bi6cyla

Discernment of Search Engine Spamming and Counter Measure for It

Sukrati Agrawal, Antriksha Somani, Vishal Chhabra
2016 International Journal of Computer Applications  
As there are lots of providers for information searched by the user, and it is not possible to display all the information on the first page of search engine.  ...  In today's world everyone is glancing for online information through search engine.  ...  INTRODUCTION A search engine is a type of system software which search WebPages' content in World Wide Web (WWW) based on the user query (combination of keywords).  ... 
doi:10.5120/ijca2016910992 fatcat:fu2hml3tx5anxjnxmkuourwrau

Web Spam Detection: New Classification Features Based on Qualified Link Analysis and Language Models

Lourdes Araujo, Juan Martinez-Romo
2010 IEEE Transactions on Information Forensics and Security  
Index Terms-Content analysis, information retrieval, language models (LMs), link integrity, Web spam detection.  ...  Thus, we apply an LM approach to different sources of information from a Web page that belongs to the context of a link, in order to provide high-quality indicators of Web spam.  ...  In general terms, there are three types of Web spam: link spam, content spam, and cloaking, a technique in which the content presented to the search engine spider is different to that presented to the  ... 
doi:10.1109/tifs.2010.2050767 fatcat:6juorixfive3bfumbhvghae6he

A Linked Data Perspective for Effective Exploration of Web APIs Repositories [chapter]

Devis Bianchini, Valeria De Antonellis, Michele Melchiori
2013 Lecture Notes in Computer Science  
In this paper, we propose a novel approach to provide a comprehensive cross-repositories view of the available Web APIs information, in order to enhance effective multi-perspective Web APIs search for  ...  Specifically, the paper considers Web APIs search across the popular ProgrammableWeb and Mashape repositories by combining their distinctive Web API descriptions.  ...  In this paper, we presented the approach by considering Web APIs search on the ProgrammableWeb and Mashape repositories and combining their distinctive Web API descriptions.  ... 
doi:10.1007/978-3-642-39200-9_46 fatcat:fsme5b2v65cvjj4utv22izt2xe

Comparative Analysis Of Different Page Ranking Algorithms

S. Prabha, K. Duraiswamy, J. Indhumathi
2015 Zenodo  
Search engine plays an important role in internet, to retrieve the relevant documents among the huge number of web pages.  ...  To retrieve the most meaningful documents related to search topics, ranking algorithm is used in information retrieval technique. One of the issues in data miming is ranking the retrieved document.  ...  Due to the methodology used in this algorithm, it can be assumed to be a combination of content and link structure [3] .  ... 
doi:10.5281/zenodo.1337735 fatcat:7addgqvbmzb7jhh2kl2u5xnpue

On Combining Link and Contents Information for Web Page Clustering [chapter]

Yitong Wang, Masaru Kitsuregawa
2002 Lecture Notes in Computer Science  
In this paper, we discuss the shortcomings of pervious approaches and present a unifying clustering algorithm to cluster web search results for a specific query topic by combining link and contents information  ...  Especially, we investigate how to combine link and contents analysis in clustering process to improve the quality and interpretation of web search results .The proposed approach automatically clusters  ...  Since clustering web search results is meant to give clear classified information to facilitate user's locating and interpretation, combining link and contents information in clustering is effective and  ... 
doi:10.1007/3-540-46146-9_89 fatcat:qjog7nqpi5fvlotxep5menr5pm

A STUDY ON RANKING METHOD IN RETRIEVING WEB PAGES BASED ON CONTENT AND LINK ANALYSIS: COMBINATION OF FOURIER DOMAIN SCORING AND PAGERANK SCORING

Diana Purwitasari
2008 JUTI: Jurnal Ilmiah Teknologi Informasi  
Since collection of Web pages has additional information inherent in the hyperlink structure of the Web, it can be represented as link score and then combined with the usual information retrieval techniques  ...  In this paper we report our studies about ranking score of Web pages combined from link analysis, PageRank Scoring, and content analysis, Fourier Domain Scoring.  ...  HITS [1] and PageRank [2] , strikes to information retrieval fields, Web search have improved dramatically and nearly all major search engines now combine link analysis score with the usual information  ... 
doi:10.12962/j24068535.v7i1.a57 fatcat:owuphrmwkbgbdlkvi5epyw4rky
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