Title
A Human in the Loop Approach to Capture Bias and Support Media Scientists in News Video Analysis
Author
Mavridis, P. (TU Delft Web Information Systems)
de Jong, M. (Vrije Universiteit Amsterdam)
Aroyo, Lora (Universiteit Leiden)
Bozzon, A. (TU Delft Web Information Systems)
Vos, Jesse de (Nederlands Instituut voor Beeld en Geluid)
Oomen, Johan (Nederlands Instituut voor Beeld en Geluid)
Dimitrova, Antoaneta (Universiteit Leiden)
Badenoch, Alec (Universiteit Utrecht)
Contributor
Aroyo, Lora (editor)
Dumitrache, Anca (editor)
Paritosh, Praveen (editor)
Quinn, Alex (editor)
Welty, Chris (editor)
Checco, Alessandro (editor)
Demartini, Gianluca (editor)
Gadiraju, Ujwal (editor)
Sarasua, Cristina (editor)
Date
2018
Abstract
Bias is inevitable and inherent in any form of communication. News often appear biased to citizens with dierent political orientations, and understood dierently by news media scholars and the broader public. In this paper we advocate the need for accurate methods for bias identication in video news item, to enable rich analytics capabilities in order to assist humanities media scholars and social political scientists. We propose to analyze biases that are typical in video news (including
framing, gender and racial biases) by means of a human-in-the-loop approach
that combines text and image analysis with human computation techniques.
Subject
Bias detection
bias in news video files
machine learning
crowdsourcing
human computation
human in the loop
To reference this document use:
http://resolver.tudelft.nl/uuid:df25feaa-5bd9-417b-96cb-db2e23fa22aa
Publisher
CEUR-WS
Source
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, 2276
Event
1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management, 2018-07-05, University of Zurich, Zurich, Switzerland
Series
CEUR Workshop Proceedings, 1613-0073, 2276
Bibliographical note
Accepted Author Manuscript
Part of collection
Institutional Repository
Document type
conference paper
Rights
© 2018 P. Mavridis, M. de Jong, Lora Aroyo, A. Bozzon, Jesse de Vos, Johan Oomen, Antoaneta Dimitrova, Alec Badenoch