Skip to main content

2019 | OriginalPaper | Buchkapitel

Fact Checking Misinformation Using Recommendations from Emotional Pedagogical Agents

verfasst von : Ricky J. Sethi, Raghuram Rangaraju, Bryce Shurts

Erschienen in: Intelligent Tutoring Systems

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Dealing with complex and controversial topics like the spread of misinformation is a salient aspect of our lives. In this paper, we present initial work towards developing a recommendation system that uses crowd-sourced social argumentation with pedagogical agents to help combat misinformation. We model users’ emotional associations on such topics and inform the pedagogical agents using a recommendation system based on both the users’ emotional profiles and the semantic content from the argumentation graph. This approach can be utilized in either formal or informal learning settings, using threaded discussions or social networking virtual communities.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Agrawal, R., Imieliński, T., Swami, A.: Mining association rules between sets of items in large databases. In: Acm Sigmod Record, vol. 22, pp. 207–216. ACM (1993) Agrawal, R., Imieliński, T., Swami, A.: Mining association rules between sets of items in large databases. In: Acm Sigmod Record, vol. 22, pp. 207–216. ACM (1993)
3.
Zurück zum Zitat Chen, L., Chen, G., Wang, F.: Recommender systems based on user reviews: the state of the art. User Model. User-Adapt. Interact. 25(2), 99–154 (2015)CrossRef Chen, L., Chen, G., Wang, F.: Recommender systems based on user reviews: the state of the art. User Model. User-Adapt. Interact. 25(2), 99–154 (2015)CrossRef
5.
Zurück zum Zitat Chen, L., Wang, F.: Sentiment-enhanced explanation of product recommendations. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 239–240. ACM (2014) Chen, L., Wang, F.: Sentiment-enhanced explanation of product recommendations. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 239–240. ACM (2014)
6.
Zurück zum Zitat Hu, M., Liu, B.: Mining and summarizing customer reviews. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 168–177. ACM (2004) Hu, M., Liu, B.: Mining and summarizing customer reviews. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 168–177. ACM (2004)
7.
Zurück zum Zitat Keeney, R.L., Raiffa, H., Rajala, D.W.: Decisions with multiple objectives: preferences and value trade-offs. IEEE Trans. Syst. Man Cybern. 9(7), 403–403 (1979)CrossRef Keeney, R.L., Raiffa, H., Rajala, D.W.: Decisions with multiple objectives: preferences and value trade-offs. IEEE Trans. Syst. Man Cybern. 9(7), 403–403 (1979)CrossRef
8.
Zurück zum Zitat Sethi, R., Rangaraju, R.: Extinguishing the backfire effect: using emotions in online social collaborative argumentation for fact checking. In: 2018 IEEE International Conference on Web Services, ICWS 2018, San Francisco, CA, USA, 2–7 July 2018, pp. 363–366 (2018). https://doi.org/10.1109/ICWS.2018.00062 Sethi, R., Rangaraju, R.: Extinguishing the backfire effect: using emotions in online social collaborative argumentation for fact checking. In: 2018 IEEE International Conference on Web Services, ICWS 2018, San Francisco, CA, USA, 2–7 July 2018, pp. 363–366 (2018). https://​doi.​org/​10.​1109/​ICWS.​2018.​00062
10.
Zurück zum Zitat Sethi, R.J.: Spotting fake news: a social argumentation framework for scrutinizing alternative facts. In: IEEE International Conference on Web Services (IEEE ICWS) (2017) Sethi, R.J.: Spotting fake news: a social argumentation framework for scrutinizing alternative facts. In: IEEE International Conference on Web Services (IEEE ICWS) (2017)
11.
Zurück zum Zitat Sethi, R.J., Bry, L.: The Madsci network: direct communication of science from scientist to layperson. In: International Conference on Computers in Education (ICCE) (2013) Sethi, R.J., Bry, L.: The Madsci network: direct communication of science from scientist to layperson. In: International Conference on Computers in Education (ICCE) (2013)
12.
Zurück zum Zitat Sethi, R.J., Gil, Y.: A social collaboration argumentation system for generating multi-faceted answers in question & answer communities. In: CMNA at AAAI Conference on Artificial Intelligence (AAAI) (2011) Sethi, R.J., Gil, Y.: A social collaboration argumentation system for generating multi-faceted answers in question & answer communities. In: CMNA at AAAI Conference on Artificial Intelligence (AAAI) (2011)
13.
Zurück zum Zitat Sethi, R.J., Rossi, L.A., Gil, Y.: Measures of threaded discussion properties. In: Intelligent Support for Learning in Groups at International Conference on Intelligent Tutoring Systems (ITS) (2012) Sethi, R.J., Rossi, L.A., Gil, Y.: Measures of threaded discussion properties. In: Intelligent Support for Learning in Groups at International Conference on Intelligent Tutoring Systems (ITS) (2012)
15.
Zurück zum Zitat Wineburg, S., McGrew, S.: Lateral reading: reading less and learning more when evaluating digital information (2017) Wineburg, S., McGrew, S.: Lateral reading: reading less and learning more when evaluating digital information (2017)
Metadaten
Titel
Fact Checking Misinformation Using Recommendations from Emotional Pedagogical Agents
verfasst von
Ricky J. Sethi
Raghuram Rangaraju
Bryce Shurts
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-22244-4_13

Premium Partner