Automated detection of nostalgic text in the context of societal pessimism
Lena Clever, Frischlich Lena, Trautmann Heike, Grimme Christian
Zusammenfassung
In online media environments, nostalgia can be used as important ingredient of propaganda strategies, specifically, by creating societal pessimism. This work addresses the automated detection of nostalgic text as a first step towards automatically identifying nostalgia-based manipulation strategies. We compare the performance of standard machine learning approaches on this challenge and demonstrate the successful transfer of the best performing approach to real-world nostalgia detection in a case study.
Schlüsselwörter
Nostalgia; Emotion: Text classification
Publikationstyp
Forschungsartikel in Sammelband (Konferenz)
Begutachtet
Ja
Publikationsstatus
Veröffentlicht
Jahr
2020
Konferenz
MISDOOM 2019
Konferenzort
Hamburg, Deutschland
Buchtitel
Disinformation in open online media
Herausgeber
Grimme Christian, Preuß Mike, Takes Frank, Waldherr Annie
Seiten
48-58
Sprache
Englisch