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SEMANTIC WEB MINING

Research on Semantic Web

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Page 1: Research on Semantic Web

SEMANTIC WEB MINING

Page 2: Research on Semantic Web

My choosen Research paper

Research on Semantic Web Mining1-WANG Yong-gui1

Dept of Software Liaoning Technical University Huludao, Liaoning, China

2-JIA Zhen2Dept of Electronics and Information Engineering Liaoning Technical University Huludao,Liaoning,

China

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What to do.??

» Research papers» Research questions» Literature Review» Comparisons» Findings

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Research on semantic Web mining Wang Yong-gui Jia Zhen Dept of Software, Liaoning Tech. Univ., Huludao, China

Semantic Web Mining: State of the art and future directions Gerd Stumme, Andreas Hotho and Bettina Berendt Knowledge and Data Engineering Group, University of Kassel, D-34121 Kassel, German Institute of Information Systems, Humboldt University Berlin, Spandauer Str. 1, D-10178 Berlin,

Germany

Semantic Web Mining Khoi-Nguyen Tran Postgraduate Student School of Computer Science The Australian National University Canberra,

ACT 0200, Australia

Query based Personalization in Semantic Web Mining Mahendra Thakur ,Yogendra Kumar Jain and Geetika Silakari Department of CSE Samrat Ashok Technological Institute Vidisha, M.P., India

Towards Semantic Web Mining Bettina Berendt, Andreas Hotho, and Gerd Stumme Institute of Information Systems, Humboldt University Berlin Spandauer Str. 1, D–10178 Berlin,

Germany Institute of Applied Informatics and Formal Description Methods AIFB,University of Karlsruhe, D–

76128 Karlsruhe, Germany

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Research Questions• What is Web mining?• What is Semantic base Web Mining?• Model of Semantic based web mining• What is semantic base web designing actually?• What is Web mining ?• What is Web content mining is actually ?• What is Web structure mining ?• What is Web usage mining? • What is Semantic Web in semantic base web mining ?• What is URI layer ?• What is XML + N S (Namespace) + XML Schema layer?• What is RDF + RDF Schema layer • What is the fourth layer of ontology?• What is the fifth layer of logic layer?

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Review

• In this paper, first introduces briefly

» Web mining and Semantic Web-related knowledge.

• Then describes the integration of the

» two-Web mining based on semantic, and proposes an Semantic Web mining model

under the framework of Agent, which gives the build process and brief

description of each module functions.

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What is Web..?

“Web has become an exchange, sharing of information and effective tool for

collaborative work”

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What is Web mining?

• Web mining - is the application of data mining techniques to discover patterns from the Web

• Web mining can be generally defined as Extract interested, useful patterns and complete information from the WWW resources and behavior.

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Categories:

In general, Web mining can be divided into three categories:» Web content mining,» Web structure mining and » Web usage mining.

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What is Web content mining is actually..?

Web content mining is used to extract the text, image, or other information and knowledge component of the web content like:

Which pages introduce the music, or introduce news? search engines,(like Google .Alta vista )

intelligent agents, and some recommend use content mining to help the user in the vast network of space to find the necessary content.

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Web content mining has two strategies:

page text mining; process results for search engine query

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What is the Semantic Web?

“semantic Web is about machine understandable Web pages to make

the Web more intelligent and able to provide useful services to the user”

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Semantic Web(2)

• The Semantic Web is a web that is able to describe things in a way that computers can understand

• Describing things in a way that computers applications can understand it.

• This is what the Semantic Web is all about.

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What is semantic base web designing actually?

“Semantic-based Web data mining is a combination of the semantic Web and Web

mining semantic base web designing”

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What is Web structure mining..?

• Web structure mining is used to extract the network topology(ring, bus, star ) information, that is, the link (hyper link) between pages of information.

• Mine knowledge from the WWW organization and links. • Which pages are linked to other pages?• Which pages point to other page? • Which collection of pages constitutes an independent

entity? • Can sort the page and found that an important page

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What is Web usage mining..?

• web usage mining is used to extract about the customer how to use the browser and use the page links

• Like:• Access to records of Web

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Semantic base Web Mining

“It is essentially mining the information pertaining to the semantic Web”

• Machine can better understand the information.

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Semantic base Web Mining

• Semantic Web Mining aims at combining the two fast developing research areas:

»Semantic Web»Web Mining.

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Semantic Web Mining: State of the art and future directions

Gerd Stumme, Andreas Hotho and Bettina BerendtKnowledge and Data Engineering Group, University of

Kassel, D-34121 Kassel, GermanInstitute of Information Systems, Humboldt University

Berlin, Spandauer Str. 1, D-10178 Berlin, Germany

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Proposed Study

• In this Paper, we present a personalize Web search system, which can helps users to get the relevant web pages based on their selection from the domain list

• In the first part of our work we present Semantic Web Personalization, a personalization system that integrates usage data with content semantics, expressed in ontology terms, in order to compute semantically enhanced

• Navigational patterns and effectively generate useful recommendations

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Semantic Web Mining

Khoi-Nguyen TranPostgraduate Student School of Computer Science The

Australian National University Canberra, ACT 0200, Australia

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Combination of Web mining and semantic web

• From these combined use of tools from both fields, a feedback loop can be setup between the two fields that automates the transformation of the Web to the Semantic Web.

• This is an interesting way for Semantic Web Mining to create itself as the dependence between the Semantic Web and Web Mining increases.

• • The resulting research benefits many areas of industry such as

“e-activities”, health care, privacy and security, and knowledge management and information retrieval

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Towards Semantic Web Mining

Bettina Berendt, Andreas Hotho, and Gerd StummeInstitute of Information Systems, Humboldt University

Berlin Spandauer Str. 1, D–10178 Berlin, GermanyInstitute of Applied Informatics and Formal Description

Methods AIFB,University of Karlsruhe, D–76128 Karlsruhe, Germany

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Towards Semantic Web Mining

• Semantic Web Mining aims at combining the two fast-developing research areas Semantic Web and Web Mining.

• The idea is to improve, on the one hand, the results of Web Mining by exploiting the new semantic structures in the Web; and to make use of Web Mining, on the other hand, for building up the Semantic Web.

• This paper gives an overview of where the two areas meet today, and sketches ways of how a closer integration could be profitable.

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Ontologies and the Semantic Web for E-learning

• The Semantic Web is the emerging landscape of new web technologies aiming at web-based information and services that would be understandable and reusable by both humans and machines. Ontologies, generally defined as a representation of a shared conceptualization of a particular domain, is a major component of the Semantic Web. It is anticipated that Ontologies and Semantic Web technologies will influence the next generation of e-learning systems and applications.