Publication Type
Conference Proceeding Article
Version
publishedVersion
Publication Date
11-2014
Abstract
The importance of multimedia travel guide search and recommender systems has led to a substantial amount of research spanning different computer science and information system disciplines in recent years. The five core research streams we identify here incorporate a few multimedia computing and information retrieval problems that relate to the alternative perspectives of algorithm design for optimizing search/recommendation quality and different methodological paradigms to assess system performance at large scale. They include (1) query analysis, (2) diversification based on different criteria, (3) ranking and reranking, (4) personalization and (5) evaluation. Based on a comprehensive discussion and analysis of these streams, this survey evaluates the recent major contributions to theoretical and system development, and makes some predictions about the road that lies ahead for multimedia computing and information retrieval (IR) researchers in both academia and industry world.
Keywords
Geo-Multimedia, Travel Guide systems, Recommendation, Information Retrieval, Survey
Discipline
Databases and Information Systems | Transportation
Publication
MultiMedia Modeling: 20th Anniversary International Conference, MMM 2014, Dublin, Ireland, January 6-10, 2014, Proceedings, Part II
Volume
8326
First Page
227
Last Page
238
ISBN
9783319041179
Identifier
10.1007/978-3-319-04117-9_21
Publisher
Springer Verlag
City or Country
Cham
Citation
SHEN, Junge; CHENG, Zhiyong; SHEN, Jialie; MEI, Tao; and GAO, Xinbo.
The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems. (2014). MultiMedia Modeling: 20th Anniversary International Conference, MMM 2014, Dublin, Ireland, January 6-10, 2014, Proceedings, Part II. 8326, 227-238.
Available at: https://ink.library.smu.edu.sg/sis_research/1967
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
http://dx.doi.org/10.1007/978-3-319-04117-9_21