Countering Contextual Bias in TV Watching Behavior: Introducing Social Trend as External Contextual Factor in TV Recommenders

Lorenz, F., Yuan, J., Lommatzsch, A., Mu, M., Race, N., Hopfgartner, F. and Albayrak, S. (2017) Countering Contextual Bias in TV Watching Behavior: Introducing Social Trend as External Contextual Factor in TV Recommenders. In: ACM International Conference on Interactive Experiences for Television and Online Video (TVX 2017), Hilversum, The Netherlands, 14-16 Jun 2017, pp. 21-30. ISBN 9781450345293 (doi:10.1145/3077548.3077552)

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Abstract

Context-awareness has become a critical factor in improving the predictions of user interest in modern online TV recommendation systems. In addition to individual user preferences, existing context-aware approaches such as tensor factorization incorporate system-level contextual bias to increase predicting accuracy. We analyzed a user interaction dataset from a WebTV platform, and identified that such contextual bias creates a skewed selection of recommended programs which ultimately locks users in a filter bubble. To address this issue, we introduce the Twitter social stream as a source of external context to extend the choice with items related to social media events. We apply two trend indicators, Trend Momentum and SigniScore, to the Twitter histories of relevant programs. The evaluation reveals that Trend Momentum outperforms SigniScore and signalizes 96% of all peaks ahead of time regarding the selected candidate program titles.

Item Type:Conference Proceedings
Status:Published
Refereed:Yes
Glasgow Author(s) Enlighten ID:Hopfgartner, Dr Frank
Authors: Lorenz, F., Yuan, J., Lommatzsch, A., Mu, M., Race, N., Hopfgartner, F., and Albayrak, S.
College/School:College of Arts > School of Humanities > Humanities Advanced Technology and Information Institute (HATII)
ISBN:9781450345293
Copyright Holders:Copyright © 2017 The Authors
Publisher Policy:Reproduced in accordance with the copyright policy of the publisher

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