Efficient Group Advertising over Public Display Based on User Viewing Time
- DOI
- 10.2991/msetasse-15.2015.270How to use a DOI?
- Keywords
- public display, viewing time, display advertisement, UCB1, group recommendation
- Abstract
Public display appears everywhere providing a variety of services. Advertising is the main revenue source of public display. Existing advertising strategies, however, is inefficient, due to the difficulty of collecting users’ explicit feedback, e.g., user rating or click. No implicit feedback method is proposed so far. In this paper, we propose to use users’ viewing time to infer audiences’ interest in the advertisement. We further design practical algorithms to handle the case that multiple users arrive and watch the public display at the same time. To derive a group’s collective interest in an advertisement, we consider the media display structure characteristics of advertisements, as we found users’ viewing time of public display is highly related to the advertisement’s media display structure. We implemented a system prototype and conducted extensive field experiment to evaluate it. Experimental results demonstrate that users viewing time is a valid implicit feedback to infer audience preference on public display advertisement, and the proposed advertising strategies are practical and effective for group aware advertising.
- Copyright
- © 2015, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Yanbin Wang AU - Yuchun Guo AU - Yishuai Chen PY - 2015/11 DA - 2015/11 TI - Efficient Group Advertising over Public Display Based on User Viewing Time BT - Proceedings of the 2015 3rd International Conference on Management Science, Education Technology, Arts, Social Science and Economics PB - Atlantis Press SP - 1274 EP - 1279 SN - 2352-5398 UR - https://doi.org/10.2991/msetasse-15.2015.270 DO - 10.2991/msetasse-15.2015.270 ID - Wang2015/11 ER -