[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
research-article

Towards personalized maps: mining user preferences from geo-textual data

Published: 01 September 2016 Publication History

Abstract

Rich geo-textual data is available online and the data keeps increasing at a high speed. We propose two user behavior models to learn several types of user preferences from geo-textual data, and a prototype system on top of the user preference models for mining and search geo-textual data (called PreMiner) to support personalized maps. Different from existing recommender systems and data analysis systems, PreMiner highly personalizes user experience on maps and supports several applications, including user mobility & interests mining, opinion mining in regions, user recommendation, point-of-interest recommendation, and querying and subscribing on geo-textual data.

References

[1]
X. Cao, G. Cong, C. S. Jensen, J. J. Ng, B. C. Ooi, N.-T. Phan, and D. Wu. Swors: A system for the efficient retrieval of relevant spatial web objects. PVLDB, 5(12):1914--1917, 2012.
[2]
L. Chen, G. Cong, and X. Cao. An efficient query indexing mechanism for filtering geo-textual data. In SIGMOD, pages 749--760, 2013.
[3]
L. Chen, Y. Cui, G. Cong, and X. Cao. SOPS: A system for efficient processing of spatial-keyword publish/subscribe. PVLDB, 7:1601--1604, 2014.
[4]
G. Cong, C. S. Jensen, and D. Wu. Efficient retrieval of the top-k most relevant spatial web objects. PVLDB, 2(1):337--348, 2009.
[5]
R. Deveaud, M. Albakour, J. Manotumruksa, C. Macdonald, I. Ounis, et al. Smartvenues: Recommending popular and personalised venues in a city. In CIKM, pages 2078--2080, 2014.
[6]
A. Magdy, L. Alarabi, S. Al-Harthi, M. Musleh, T. M. Ghanem, S. Ghani, S. Basalamah, and M. F. Mokbel. Demonstration of taghreed: A system for querying, analyzing, and visualizing geotagged microblogs. In ICDE, pages 1416--1419, 2015.
[7]
Q. Yuan, G. Cong, Z. Ma, A. Sun, and N. M. Thalmann. Who, where, when and what: Discover spatio-temporal topics for twitter users. In KDD, pages 605--613, 2013.
[8]
Q. Yuan, G. Cong, K. Zhao, Z. Ma, and A. Sun. Who, where, when, and what: A nonparametric bayesian approach to context-aware recommendation and search for twitter users. ACM Trans. Inf. Syst., 33(1):2:1--2:33, 2015.
[9]
K. Zhao, G. Cong, Q. Yuan, and K. Zhu. Sar: A sentiment-aspect-region model for user preference analysis in geo-tagged reviews. In ICDE, pages 675--686, 2015.

Cited By

View all

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Proceedings of the VLDB Endowment
Proceedings of the VLDB Endowment  Volume 9, Issue 13
September 2016
378 pages
ISSN:2150-8097
Issue’s Table of Contents

Publisher

VLDB Endowment

Publication History

Published: 01 September 2016
Published in PVLDB Volume 9, Issue 13

Qualifiers

  • Research-article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)8
  • Downloads (Last 6 weeks)0
Reflects downloads up to 12 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (2020)Quality of sentiment analysis toolsProceedings of the VLDB Endowment10.14778/3436905.343692414:4(668-681)Online publication date: 1-Dec-2020
  • (2020)S2R-tree: a pivot-based indexing structure for semantic-aware spatial keyword searchGeoinformatica10.1007/s10707-019-00372-z24:1(3-25)Online publication date: 1-Jan-2020
  • (2020)ITISS: an efficient framework for querying big temporal dataGeoinformatica10.1007/s10707-019-00362-124:1(27-59)Online publication date: 1-Jan-2020
  • (2020)Collective spatial keyword search on activity trajectoriesGeoinformatica10.1007/s10707-019-00358-x24:1(61-84)Online publication date: 1-Jan-2020
  • (2020)Multi-skill aware task assignment in real-time spatial crowdsourcingGeoinformatica10.1007/s10707-019-00351-424:1(153-173)Online publication date: 1-Jan-2020
  • (2020)Dependency-aware software release planning through mining user preferencesSoft Computing - A Fusion of Foundations, Methodologies and Applications10.1007/s00500-019-04630-y24:15(11673-11693)Online publication date: 1-Aug-2020
  • (2018)Application of the KDD Process for the Visualization of Integrated Geo-Referenced Textual Data from the Pre-processing PhaseWeb and Wireless Geographical Information Systems10.1007/978-3-319-90053-7_5(41-50)Online publication date: 21-May-2018

View Options

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media