Searching for just a few words should be enough to get started. If you need to make more complex queries, use the tips below to guide you.
Issue title: IJCAI-ECAI-18 Demonstration Track
Guest editors: Paul Weng
Article type: Research Article
Authors: Celis, L. Elisaa; * | Kapoor, Sayashb | Salehi, Farnoodc | Keswani, Vijayd | Vishnoi, Nisheeth K.e
Affiliations: [a] Statistics & Data Science, Yale University, USA. E-mail: elisa.celis@yale.edu | [b] Department of CSE, IIT Kanpur, India. E-mail: sayash@iitk.ac.in | [c] Department of IC, EPFL, Switzerland. E-mail: farnood.salehi@epfl.ch | [d] Department of IC, EPFL, Switzerland. E-mail: vijay.keswani@epfl.ch | [e] Computer Science, Yale University, USA. E-mail: nisheeth.vishnoi@yale.edu
Correspondence: [*] Corresponding author. E-mail: elisa.celis@yale.edu.
Abstract: Personalization is pervasive in the online space as it leads to higher efficiency for the user and higher revenue for the platform by individualizing the most relevant content for each user. However, recent studies suggest that such personalization can learn and propagate systemic biases and polarize opinions; this has led to calls for regulatory mechanisms and algorithms that are constrained to combat bias and the resulting echo-chamber effect. We present our balanced news feed via a demo that displays a dashboard through which users can view the political leaning of their news consumption and set their polarization constraints. The balanced feed, as generated by the user-defined constraints, is then showcased side-by-side with the unconstrained (polarized) feed for comparison.
Keywords: Polarization, constrained optimization, personalization, fairness, demo
DOI: 10.3233/AIC-180606
Journal: AI Communications, vol. 32, no. 1, pp. 77-89, 2019
IOS Press, Inc.
6751 Tepper Drive
Clifton, VA 20124
USA
Tel: +1 703 830 6300
Fax: +1 703 830 2300
sales@iospress.com
For editorial issues, like the status of your submitted paper or proposals, write to editorial@iospress.nl
IOS Press
Nieuwe Hemweg 6B
1013 BG Amsterdam
The Netherlands
Tel: +31 20 688 3355
Fax: +31 20 687 0091
info@iospress.nl
For editorial issues, permissions, book requests, submissions and proceedings, contact the Amsterdam office info@iospress.nl
Inspirees International (China Office)
Ciyunsi Beili 207(CapitaLand), Bld 1, 7-901
100025, Beijing
China
Free service line: 400 661 8717
Fax: +86 10 8446 7947
china@iospress.cn
For editorial issues, like the status of your submitted paper or proposals, write to editorial@iospress.nl
如果您在出版方面需要帮助或有任何建, 件至: editorial@iospress.nl