Please use this identifier to cite or link to this item: https://doi.org/10.1109/ISM.2015.79
Title: Towards Understanding User Preferences from User Tagging Behavior for Personalization
Authors: Nwana A.O.
Chen T. 
Keywords: behavior
personalization
tagging
user preference
Issue Date: 2016
Publisher: Institute of Electrical and Electronics Engineers Inc.
Citation: Nwana A.O., Chen T. (2016). Towards Understanding User Preferences from User Tagging Behavior for Personalization. Proceedings - 2015 IEEE International Symposium on Multimedia, ISM 2015 : 178-183. ScholarBank@NUS Repository. https://doi.org/10.1109/ISM.2015.79
Abstract: Personalizing image tags is a relatively new and growing area of research, and in order to advance this research community, we must review and challenge the de-facto standard of defining tag importance. We believe that for greater progress to be made, we must go beyond tags that merely describe objects that are visually represented in the image, towards more user-centric and subjective notions such as emotion, sentiment, and preferences. We focus on the notion of user preferences and show that the order that users list tags on images is correlated to the order of preference over the tags that they provided for the image. While this observation is not completely surprising, to our knowledge, we are the first to explore this aspect of user tagging behavior systematically and report empirical results to support this observation. We argue that this observation can be exploited to help advance the image tagging (and related) communities. Our contributions include: 1.) conducting a user study demonstrating this observation, 2.) collecting a dataset with user tag preferences explicitly collected.
Source Title: Proceedings - 2015 IEEE International Symposium on Multimedia, ISM 2015
URI: http://scholarbank.nus.edu.sg/handle/10635/146070
ISBN: 9781509003792
DOI: 10.1109/ISM.2015.79
Appears in Collections:Staff Publications

Show full item record
Files in This Item:
There are no files associated with this item.

SCOPUSTM   
Citations

2
checked on Sep 16, 2018

Page view(s)

2
checked on Aug 23, 2018

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.