Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge

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Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge
Authors
Peng Yan
Wei Jin
Publication date
2015
DOI
10.1007/978-3-662-47804-2_8
Links
Original

Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge - scientific work related to Wikipedia quality published in 2015, written by Peng Yan and Wei Jin.

Overview

The Vector Space Model (VSM) has been widely used in Natural Language Processing (NLP) for representing text documents as a Bag of Words (BOW). However, only document-level statistical information is recorded (e.g., document frequency, inverse document frequency) and word semantics cannot be captured. Improvement towards understanding the meaning of words in texts is a challenging task and sufficient background knowledge may need to be incorporated to provide a better semantic representation of texts. In this paper, authors present a text mining model that can automatically discover semantic relationships between concepts across multiple documents (where the traditional search paradigm such as search engines cannot help much) and effectively integrate various evidences mined from Wikipedia knowledge. Authors propose this integration may effectively complement existing information contained in text corpus and facilitate the construction of a more comprehensive representation and retrieval framework. The experimental results demonstrate the search performance has been significantly enhanced against two competitive baselines.

Embed

Wikipedia Quality

Yan, Peng; Jin, Wei. (2015). "[[Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge]]". Springer Berlin Heidelberg. DOI: 10.1007/978-3-662-47804-2_8.

English Wikipedia

{{cite journal |last1=Yan |first1=Peng |last2=Jin |first2=Wei |title=Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge |date=2015 |doi=10.1007/978-3-662-47804-2_8 |url=https://wikipediaquality.com/wiki/Improving_Cross-Document_Knowledge_Discovery_Through_Content_and_Link_Analysis_of_Wikipedia_Knowledge |journal=Springer Berlin Heidelberg}}

HTML

Yan, Peng; Jin, Wei. (2015). &quot;<a href="https://wikipediaquality.com/wiki/Improving_Cross-Document_Knowledge_Discovery_Through_Content_and_Link_Analysis_of_Wikipedia_Knowledge">Improving Cross-Document Knowledge Discovery Through Content and Link Analysis of Wikipedia Knowledge</a>&quot;. Springer Berlin Heidelberg. DOI: 10.1007/978-3-662-47804-2_8.