---
_id: '46327'
abstract:
- lang: eng
  text: 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.
author:
- first_name: Clever
  full_name: Lena, Clever
  last_name: Lena
- first_name: Lena
  full_name: Frischlich, Lena
  last_name: Frischlich
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
citation:
  ama: 'Lena C, Frischlich L, Trautmann H, Grimme C. Automated detection of nostalgic
    text in the context of societal pessimism. In: Grimme C, Preuß M, Takes F, Waldherr
    A, eds. <i>Disinformation in Open Online Media</i>. ; 2020:48–58.'
  apa: Lena, C., Frischlich, L., Trautmann, H., &#38; Grimme, C. (2020). Automated
    detection of nostalgic text in the context of societal pessimism. In C. Grimme,
    M. Preuß, F. Takes, &#38; A. Waldherr (Eds.), <i>Disinformation in open online
    media</i> (pp. 48–58).
  bibtex: '@inproceedings{Lena_Frischlich_Trautmann_Grimme_2020, place={Hamburg, Deutschland},
    title={Automated detection of nostalgic text in the context of societal pessimism},
    booktitle={Disinformation in open online media}, author={Lena, Clever and Frischlich,
    Lena and Trautmann, Heike and Grimme, Christian}, editor={Grimme, Christian and
    Preuß, Mike and Takes, Frank and Waldherr, Annie}, year={2020}, pages={48–58}
    }'
  chicago: Lena, Clever, Lena Frischlich, Heike Trautmann, and Christian Grimme. “Automated
    Detection of Nostalgic Text in the Context of Societal Pessimism.” In <i>Disinformation
    in Open Online Media</i>, edited by Christian Grimme, Mike Preuß, Frank Takes,
    and Annie Waldherr, 48–58. Hamburg, Deutschland, 2020.
  ieee: C. Lena, L. Frischlich, H. Trautmann, and C. Grimme, “Automated detection
    of nostalgic text in the context of societal pessimism,” in <i>Disinformation
    in open online media</i>, 2020, pp. 48–58.
  mla: Lena, Clever, et al. “Automated Detection of Nostalgic Text in the Context
    of Societal Pessimism.” <i>Disinformation in Open Online Media</i>, edited by
    Christian Grimme et al., 2020, pp. 48–58.
  short: 'C. Lena, L. Frischlich, H. Trautmann, C. Grimme, in: C. Grimme, M. Preuß,
    F. Takes, A. Waldherr (Eds.), Disinformation in Open Online Media, Hamburg, Deutschland,
    2020, pp. 48–58.'
date_created: 2023-08-04T07:36:43Z
date_updated: 2023-10-16T13:03:56Z
department:
- _id: '34'
- _id: '819'
editor:
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Mike
  full_name: Preuß, Mike
  last_name: Preuß
- first_name: Frank
  full_name: Takes, Frank
  last_name: Takes
- first_name: Annie
  full_name: Waldherr, Annie
  last_name: Waldherr
language:
- iso: eng
page: 48–58
place: Hamburg, Deutschland
publication: Disinformation in open online media
status: public
title: Automated detection of nostalgic text in the context of societal pessimism
type: conference
user_id: '15504'
year: '2020'
...