Difference between revisions of "Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content"

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== Overview ==
 
== Overview ==
 
This work models web pages and users for web page recommendation by deriving a categorical vector space model (WikiVSM). Authors augment [[Wikipedia]]'s categorization system with keywords extracted from Wikipedia' pages. By applying keyword matching, any web page can be mapped into WikiVSM. Authors compare WikiVSM's performance with Vector Space Model (VSM) regarding recommending topically relevant web pages to individual users based on their browsing history. Results indicate that WikiVSM performs significantly better in generating recommendations. This is possibly due to [[features]] of Wikipedia and augmentation.
 
This work models web pages and users for web page recommendation by deriving a categorical vector space model (WikiVSM). Authors augment [[Wikipedia]]'s categorization system with keywords extracted from Wikipedia' pages. By applying keyword matching, any web page can be mapped into WikiVSM. Authors compare WikiVSM's performance with Vector Space Model (VSM) regarding recommending topically relevant web pages to individual users based on their browsing history. Results indicate that WikiVSM performs significantly better in generating recommendations. This is possibly due to [[features]] of Wikipedia and augmentation.
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== Embed ==
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=== Wikipedia Quality ===
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Chang, Pei-Chia; Quiroga, Luz Marina. (2010). "[[Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content]]". Wiley Subscription Services, Inc., A Wiley Company. DOI: 10.1002/meet.14504701442.
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=== English Wikipedia ===
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{{cite journal |last1=Chang |first1=Pei-Chia |last2=Quiroga |first2=Luz Marina |title=Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content |date=2010 |doi=10.1002/meet.14504701442 |url=https://wikipediaquality.com/wiki/Deriving_a_Categorical_Vector_Space_Model_for_Web_Page_Recommendations_based_on_Wikipedia's_Content |journal=Wiley Subscription Services, Inc., A Wiley Company}}
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=== HTML ===
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Chang, Pei-Chia; Quiroga, Luz Marina. (2010). &amp;quot;<a href="https://wikipediaquality.com/wiki/Deriving_a_Categorical_Vector_Space_Model_for_Web_Page_Recommendations_based_on_Wikipedia's_Content">Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content</a>&amp;quot;. Wiley Subscription Services, Inc., A Wiley Company. DOI: 10.1002/meet.14504701442.
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Revision as of 08:48, 7 July 2020


Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content
Authors
Pei-Chia Chang
Luz Marina Quiroga
Publication date
2010
DOI
10.1002/meet.14504701442
Links
Original

Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content - scientific work related to Wikipedia quality published in 2010, written by Pei-Chia Chang and Luz Marina Quiroga.

Overview

This work models web pages and users for web page recommendation by deriving a categorical vector space model (WikiVSM). Authors augment Wikipedia's categorization system with keywords extracted from Wikipedia' pages. By applying keyword matching, any web page can be mapped into WikiVSM. Authors compare WikiVSM's performance with Vector Space Model (VSM) regarding recommending topically relevant web pages to individual users based on their browsing history. Results indicate that WikiVSM performs significantly better in generating recommendations. This is possibly due to features of Wikipedia and augmentation.

Embed

Wikipedia Quality

Chang, Pei-Chia; Quiroga, Luz Marina. (2010). "[[Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content]]". Wiley Subscription Services, Inc., A Wiley Company. DOI: 10.1002/meet.14504701442.

English Wikipedia

{{cite journal |last1=Chang |first1=Pei-Chia |last2=Quiroga |first2=Luz Marina |title=Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content |date=2010 |doi=10.1002/meet.14504701442 |url=https://wikipediaquality.com/wiki/Deriving_a_Categorical_Vector_Space_Model_for_Web_Page_Recommendations_based_on_Wikipedia's_Content |journal=Wiley Subscription Services, Inc., A Wiley Company}}

HTML

Chang, Pei-Chia; Quiroga, Luz Marina. (2010). &quot;<a href="https://wikipediaquality.com/wiki/Deriving_a_Categorical_Vector_Space_Model_for_Web_Page_Recommendations_based_on_Wikipedia's_Content">Deriving a Categorical Vector Space Model for Web Page Recommendations based on Wikipedia's Content</a>&quot;. Wiley Subscription Services, Inc., A Wiley Company. DOI: 10.1002/meet.14504701442.