CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos

Markus De Jong; Panagiotis Mavridis; Lora Aroyo; Alessandro Bozzon; Jesse De Vos; Johan Oomen; Antoaneta Dimitrova; Alec Badenoch

CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos

Markus De Jong, Panagiotis Mavridis, Lora Aroyo, Alessandro Bozzon, Jesse De Vos, Johan Oomen, Antoaneta Dimitrova, Alec Badenoch

Business Web and Media

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

Abstract

In this project we explore the presence of ambiguity in textual and visual media and its influence on accurately understanding and capturing bias in news. We study this topic in the context of supporting media scholars and social scientists in their media analysis. Our focus lies on racial and gender bias as well as framing and the comparison of their manifestation across modalities, cultures and languages. In this paper we lay out a human in the loop approach to investigate the role of ambiguity in detection and interpretation of bias.

Original language	English
Title of host publication	Joint Proceedings SAD 2018 and CrowdBias 2018
Subtitle of host publication	Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018
Editors	Lora Aroyo, Anca Dumitrache
Publisher	CEUR-WS
Pages	32-40
Number of pages	9
Publication status	Published - 2018
Event	1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management, SAD+CrowdBias 2018 - Zurich, Switzerland Duration: 5 Jul 2018 → …

Publication series

Name	CEUR Workshop Proceedings
Publisher	CEUR Workshop Proceedings
Volume	2276
ISSN (Print)	1613-0073

Conference

Conference	1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management, SAD+CrowdBias 2018
Country/Territory	Switzerland
City	Zurich
Period	5/07/18 → …

Funding

This research is supported by the Capture Bias project 12, part of the VWData Research Programme funded by the Startimpuls programme of the Dutch National Research Agenda, route ”Value Creation through Responsible Access to and use of Big Data” (NWO 400.17.605/4174).

Funders	Funder number
Dutch National Research Agenda
Nederlandse Organisatie voor Wetenschappelijk Onderzoek	400.17.605/4174

Keywords

Ambiguity-aware bias representation
Bias detection
Bias in news video files
Crowdsourcing
Disagreement
Human in the loop
Machine learning

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

http://ceur-ws.org/Vol-2276/paper4.pdf

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De Jong, M., Mavridis, P., Aroyo, L., Bozzon, A., De Vos, J., Oomen, J., Dimitrova, A., & Badenoch, A. (2018). CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos. In L. Aroyo, & A. Dumitrache (Eds.), Joint Proceedings SAD 2018 and CrowdBias 2018: Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018 (pp. 32-40). (CEUR Workshop Proceedings; Vol. 2276). CEUR-WS. http://ceur-ws.org/Vol-2276/paper4.pdf

De Jong, Markus ; Mavridis, Panagiotis ; Aroyo, Lora et al. / CaptureBias : Supporting media scholars with ambiguity-aware bias representation for news videos. Joint Proceedings SAD 2018 and CrowdBias 2018: Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018. editor / Lora Aroyo ; Anca Dumitrache . CEUR-WS, 2018. pp. 32-40 (CEUR Workshop Proceedings).

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title = "CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos",

abstract = "In this project we explore the presence of ambiguity in textual and visual media and its influence on accurately understanding and capturing bias in news. We study this topic in the context of supporting media scholars and social scientists in their media analysis. Our focus lies on racial and gender bias as well as framing and the comparison of their manifestation across modalities, cultures and languages. In this paper we lay out a human in the loop approach to investigate the role of ambiguity in detection and interpretation of bias.",

keywords = "Ambiguity-aware bias representation, Bias detection, Bias in news video files, Crowdsourcing, Disagreement, Human in the loop, Machine learning",

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De Jong, M, Mavridis, P, Aroyo, L, Bozzon, A, De Vos, J, Oomen, J, Dimitrova, A & Badenoch, A 2018, CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos. in L Aroyo & A Dumitrache (eds), Joint Proceedings SAD 2018 and CrowdBias 2018: Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018. CEUR Workshop Proceedings, vol. 2276, CEUR-WS, pp. 32-40, 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management, SAD+CrowdBias 2018, Zurich, Switzerland, 5/07/18. <http://ceur-ws.org/Vol-2276/paper4.pdf>

CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos. / De Jong, Markus; Mavridis, Panagiotis; Aroyo, Lora et al.
Joint Proceedings SAD 2018 and CrowdBias 2018: Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018. ed. / Lora Aroyo; Anca Dumitrache . CEUR-WS, 2018. p. 32-40 (CEUR Workshop Proceedings; Vol. 2276).

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

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De Jong M, Mavridis P, Aroyo L, Bozzon A, De Vos J, Oomen J et al. CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos. In Aroyo L, Dumitrache A, editors, Joint Proceedings SAD 2018 and CrowdBias 2018: Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018). Zürich, Switzerland, July 5, 2018. CEUR-WS. 2018. p. 32-40. (CEUR Workshop Proceedings).

CaptureBias: Supporting media scholars with ambiguity-aware bias representation for news videos

Abstract

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Keywords

UN SDGs

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