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An Integrated Approach to Detect Media Bias in German News Articles

Authors: Spinde, Timo; Hamborg, Felix; Gipp, Bela; Huang, Ruhua; Wu, Dan; Marchionini, Gary; He, Daqing; +2 Authors

An Integrated Approach to Detect Media Bias in German News Articles

Abstract

Media bias may often affect individuals’ opinions on reported topics.Many existing methods that aim to identify such bias forms em-ploy individual, specialized techniques and focus only on Englishtexts. We propose to combine the state-of-the-art in order to furtherimprove the performance in bias identification. Our prototype con-sists of three analysis components to identify media bias words inGerman news articles. We use an IDF-based component, a compo-nent utilizing a topic-dependent bias dictionary created using wordembeddings, and an extensive dictionary of German emotionalterms compiled from multiple sources. Finally, we discuss two notyet implemented analysis components that use machine learningand network analysis to identify media bias. All dictionary-basedanalysis components are experimentally extended with the use ofgeneral word embeddings. We also show the results of a user study

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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OpenAIRE UsageCountsViews provided by UsageCounts
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15
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7
25
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