Web Usage Mining for Ontology Management

2011 ◽  
pp. 37-64 ◽  
Author(s):  
Brigitte Trousse ◽  
Marie-Aude Aufaure ◽  
Bénédicte Le Grand ◽  
Yves Lechevallier ◽  
Florent Masseglia

This chapter proposes an original approach for ontology management in the context of Web-based information systems. Our approach relies on the usage analysis of the chosen Web site, in complement of the existing approaches based on content analysis of Web pages. Our methodology is based on the knowledge discovery techniques mainly from HTTP Web logs and aims at confronting the discovered knowledge in terms of usage with the existing ontology in order to propose new relations between concepts. We illustrate our approach on a Web site provided by French local tourism authorities (related to Metz city) with the use of clustering and sequential patterns discovery methods. One major contribution of this chapter is thus the application of usage analysis to support ontology evolution and/or web site reorganization.

Author(s):  
Brigitte Trousse ◽  
Marie-Aude Aufaure ◽  
Bénédicte Le Grand ◽  
Yves Lechevallier ◽  
Florent Masseglia

This chapter proposes an original approach for ontology management in the context of Web-based information systems. Our approach relies on the usage analysis of the chosen Web site, in addition to the existing approaches based onWeb pages content analysis. Our methodology is based on knowledge discovery techniques mainly from HTTP Web logs and aims to confronting the discovered knowledge in terms of usage with the existing ontology in order to propose new relations between concepts. We illustrate our approach on a Web site provided by local French tourism authorities (related to Metz city) with the use of clustering and sequential patterns discovery methods. One major contribution of this chapter is, thus, the application of usage analysis to support ontology evolution and/or Web site reorganization.


2007 ◽  
Vol 16 (05) ◽  
pp. 793-828 ◽  
Author(s):  
JUAN D. VELÁSQUEZ ◽  
VASILE PALADE

Understanding the web user browsing behaviour in order to adapt a web site to the needs of a particular user represents a key issue for many commercial companies that do their business over the Internet. This paper presents the implementation of a Knowledge Base (KB) for building web-based computerized recommender systems. The Knowledge Base consists of a Pattern Repository that contains patterns extracted from web logs and web pages, by applying various web mining tools, and a Rule Repository containing rules that describe the use of discovered patterns for building navigation or web site modification recommendations. The paper also focuses on testing the effectiveness of the proposed online and offline recommendations. An ample real-world experiment is carried out on a web site of a bank.


2020 ◽  
Vol 4 (2) ◽  
pp. 18-34
Author(s):  
Hatos Adrian

Universities have a strong internet presence where they publish large amounts of documents available for analysis. The relevance of these documents has been rarely put to scrutiny in a policy anlysis context. In our paper we use data from Romanian universities to achieve two objectives: 1) to assess the actual presence of the issue of student dropout at the level of universities' agenda in Romania as it is apparent in their web pages; 2) to evaluate the degree to which the agenda of Romanian universities reflects the actual issue of student retention as reflected in factual data. The results show a significant correlation between the presence of the topic in documents and the actual dropout rate, but there are some limitations, though: the correlation is not linear, universities seem to be inertial in their public aknowledgement of the problem, web-scrapping and web based content-analytic procedures still have numerous reliability issues.


2012 ◽  
Vol 50 (5) ◽  
pp. 517-520 ◽  
Author(s):  
Melissa A. Pujazon-Zazik ◽  
Stephanie M. Manasse ◽  
Joan K. Orrell-Valente

2017 ◽  
Vol 20 (5) ◽  
pp. 1231-1247 ◽  
Author(s):  
Mohsin Abdur Rehman ◽  
Muhammad Kashif ◽  
Michela Mingione

The purpose of this study is to explore the extent to which MBA programmes offered by top European and Asian B-schools have a corporate social responsibility and sustainability (CSRS) orientation as per their websites. The websites of top-200 (based on the QS Global Business and Management University Rankings 2015) European and Asian B-schools were explored and content analysed to reach meaningful conclusions. The findings reveal European B-schools have much stronger CSRS orientation once compared with the Asian B-schools. Furthermore, only few B-schools promote CSRS centres on their websites which has some useful practical implications. This is the first study to explore the CSRS orientation among top-200 European and Asian B-schools based on an analysis of their respective websites. Additionally, a cross-continental comparison between European and Asian MBA programmes is unique to this study. The results have implications for global managers, in general, and business school policymakers, in specific, to embark the CSR initiatives to gain competitive advantage.


2016 ◽  
Vol 26 (5) ◽  
pp. 354-380 ◽  
Author(s):  
Cortney A. Franklin ◽  
Hae Rim Jin ◽  
Lindsay M. Ashworth ◽  
Jane H. Viada

1997 ◽  
Vol 11 (1) ◽  
pp. 21-27 ◽  
Author(s):  
M.P.S.F. Gomes ◽  
J.H. Vaux ◽  
J-N. Ezingeard ◽  
R.J. Grieve ◽  
P. Race ◽  
...  

The authors discuss issues relating to the feasibility of a Web-based database for facilitating communications between university researchers and industry. They have constructed an experimental Web-based Technology Bank that provides examples of university research which might be of interest to manufacturing companies. They are using this database as a focus of discussion on the usefulness of electronic communications for technology dissemination. The portfolio of research products, and the Web site on which it is housed, are currently being presented in a series of workshops for senior executives in small and medium sized manufacturing companies. Views are also being gathered from technology intermediaries. Analysis of the data so far has highlighted potential problems in disseminating information on the Internet and has also enabled the authors to identify and understand users' profiles.


2017 ◽  
Vol 81 (2) ◽  
Author(s):  
Liana Markelova

The present study aims to trace the evolution of public attitude towards the mentally challenged by means of the corpus-based analysis. The raw data comes from the two of the BYU corpora: Global Web-Based English (GloWbE) and Corpus of Historical American English (COHA). The former is comprised of 1.8 million web pages from 20 English-speaking countries (Davies/Fuchs 2015: 1) and provides an opportunity to research at a cross-cultural level, whereas the latter, containing 400 million words from more than 100,000 texts ranging from the 1810s to the 2000s (Davies 2012: 121), allows to carry on a diachronic research on the issue. To identify the difference in attitudes the collocational profiles of the terms denoting the mentally challenged were created. Having analysed them in terms of their semantic prosody one might conclude that there are certain semantic shifts that occurred due to the modern usage preferences and gradual change in public perception of everything strange, unusual and unique.


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