Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods

Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods

Authors	Michael Beißwenger Harald Lüngen Eliza Margaretha Christian Pölitz
Publication date	2014
Links	corpora_2014.pdf Original

Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods - scientific work related to Wikipedia quality published in 2014, written by Michael Beißwenger, Harald Lüngen, Eliza Margaretha and Christian Pölitz.

Overview

Machine learning methods offer a great potential to automatically investigate large amounts of data in the humanities. Authors contribution to the workshop reports about ongoing work in the BMBF project KobRA (http://www.kobra.tu-dortmund.de) where authors apply machine learning methods to the analysis of big corpora in language-focused research of computer-mediated communication (CMC). At the workshop, authors will discuss first results from training a Support Vector Machine (SVM) for the classification of selected linguistic features in talk pages of the German Wikipedia corpus in DeReKo provided by the IDS Mannheim. Authors will investigate different representations of the data to integrate complex syntactic and semantic information for the SVM. The results shall foster both corpus-based research of CMC and the annotation of linguistic features in CMC corpora.

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Wikipedia Quality

Beißwenger, Michael; Lüngen, Harald; Margaretha, Eliza; Pölitz, Christian. (2014). "[[Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods]]".

English Wikipedia

{{cite journal |last1=Beißwenger |first1=Michael |last2=Lüngen |first2=Harald |last3=Margaretha |first3=Eliza |last4=Pölitz |first4=Christian |title=Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods |date=2014 |url=https://wikipediaquality.com/wiki/Mining_Corpora_of_Computer-Mediated_Communication:_Analysis_of_Linguistic_Features_in_Wikipedia_Talk_Pages_Using_Machine_Learning_Methods}}

HTML

Beißwenger, Michael; Lüngen, Harald; Margaretha, Eliza; Pölitz, Christian. (2014). &quot;<a href="https://wikipediaquality.com/wiki/Mining_Corpora_of_Computer-Mediated_Communication:_Analysis_of_Linguistic_Features_in_Wikipedia_Talk_Pages_Using_Machine_Learning_Methods">Mining Corpora of Computer-Mediated Communication: Analysis of Linguistic Features in Wikipedia Talk Pages Using Machine Learning Methods</a>&quot;.