Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links

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Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links
Authors
Bifan Wei
Jun Liu
Jian Ma
Qinghua Zheng
Wei Zhang
Boqin Feng
Publication date
2012
DOI
10.1007/978-3-642-34500-5_72
Links
Original

Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links - scientific work related to Wikipedia quality published in 2012, written by Bifan Wei, Jun Liu, Jian Ma, Qinghua Zheng, Wei Zhang and Boqin Feng.

Overview

Hypernym/hyponym relation extraction plays an essential role in taxonomy learning. The conventional methods based on lexico-syntactic patterns or machine learning usually make use of content-related features. In this paper, authors find that the proportions of hyperlinks with different semantic type vary markedly in different network motifs. Based on this observation, authors propose MOTIF-RE, an algorithm of extracting hypernym/hyponym relation from Wikipedia hyperlinks. The extraction process consists of three steps: 1) Build a directed graph from a set of domain-specific Wikipedia articles. 2) Count the occurrences of hyperlinks in every three-node network motif and create a feature vector for every hyperlink. 3) Train a classifier to identify semantic relation of hyperlinks. Authors created three domain-specific Wikipedia article sets to test MOTIF-RE. Experiments on individual dataset show that MOTIF-RE outperforms the baseline algorithm by about 30% in terms of F1-measure. Cross-domain experimental results show similar, which proves that MOTIF-RE has fairly good domain adaptation ability.

Embed

Wikipedia Quality

Wei, Bifan; Liu, Jun; Ma, Jian; Zheng, Qinghua; Zhang, Wei; Feng, Boqin. (2012). "[[Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links]]". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-34500-5_72.

English Wikipedia

{{cite journal |last1=Wei |first1=Bifan |last2=Liu |first2=Jun |last3=Ma |first3=Jian |last4=Zheng |first4=Qinghua |last5=Zhang |first5=Wei |last6=Feng |first6=Boqin |title=Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links |date=2012 |doi=10.1007/978-3-642-34500-5_72 |url=https://wikipediaquality.com/wiki/Motif-Re:_Motif-Based_Hypernym/Hyponym_Relation_Extraction_from_Wikipedia_Links |journal=Springer, Berlin, Heidelberg}}

HTML

Wei, Bifan; Liu, Jun; Ma, Jian; Zheng, Qinghua; Zhang, Wei; Feng, Boqin. (2012). &quot;<a href="https://wikipediaquality.com/wiki/Motif-Re:_Motif-Based_Hypernym/Hyponym_Relation_Extraction_from_Wikipedia_Links">Motif-Re: Motif-Based Hypernym/Hyponym Relation Extraction from Wikipedia Links</a>&quot;. Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-34500-5_72.