Inferring location types with geo-social-temporal pattern mining

Journal article


Anwar, Tarique, Liao, Kewen, Goyal, Angelic, Sellis, Timos, Kayes, A. S. M. and Shen, Haifeng. (2020). Inferring location types with geo-social-temporal pattern mining. IEEE Access. 8, pp. 154789-154799. https://doi.org/10.1109/ACCESS.2020.3018997
AuthorsAnwar, Tarique, Liao, Kewen, Goyal, Angelic, Sellis, Timos, Kayes, A. S. M. and Shen, Haifeng
Abstract

With a rapid growth in the global population, the modern world is undergoing a rapid expansion of residential areas, especially in urban centres. This continuously demands for increased general services and basic amenities, which are required according to the kind of population associated with the places. The advent of location-based online social networks (LBSNs) has made it much easier to collect voluminous data about users in different locations or spatial regions. The problem of mining location types from the LBSN data is largely unexplored. In this paper, we propose a pattern mining approach, using the geo-social-temporal data collected from LBSNs, to infer types of different locations. The proposed method first mines frequent co-located users and user components from an LBSN and then performs a temporal pattern analysis to finally categorize the locations. Extensive experiments are conducted on two real datasets that demonstrate the efficacy of the proposed method in terms of mean reciprocal rank (MRR), visualisations, and insights. The resulting inference mechanism would be very useful in several application domains including urban planning, billboard placement, tour planning, and geo-social event planning.

Keywordslocation based social networks; spatial data mining; co-located friendships; geo-socialtemporal patterns
Year2020
JournalIEEE Access
Journal citation8, pp. 154789-154799
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISSN2169-3536
Digital Object Identifier (DOI)https://doi.org/10.1109/ACCESS.2020.3018997
Scopus EID2-s2.0-85090965496
Open accessPublished as ‘gold’ (paid) open access
Research or scholarlyResearch
Page range154789-154799
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online24 Aug 2020
Publication process dates
Deposited07 Jul 2021
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An efficient and reliable geographic routing protocol based on partial network coding for underwater sensor networks
Hao, Kun, Jin, Zhigang, Shen, Haifeng and Wang, Ying. (2015). An efficient and reliable geographic routing protocol based on partial network coding for underwater sensor networks. Sensors. 15(6), pp. 12720 - 12735. https://doi.org/10.3390/s150612720
Designing a mobile digital backchannel system for monitoring sentiments and emotions in large lectures
Jiranantanagorn, Peerumporn, Bhardwaj, Parveen, Li, Ruilun, Shen, Haifeng, Goodwin, Robert and Teoh, Kung-Keat. (2015). Designing a mobile digital backchannel system for monitoring sentiments and emotions in large lectures. In F.-Ch. Kuo, S. Marshall and H. Shen, M. Stumptner and M. Ali Babar (Ed.). ASWEC 2015: 24th Australasian Software Engineering Conference, Adelaide, SA, Australia. United States of America: Association for Computing Machinery (ACM). pp. 141 - 144 https://doi.org/10.1145/2811681.2824994
Extending attention span of ADHD Children through an eye tracker directed adaptive user interface
Asiry, Othman, Shen, Haifeng and Calder, Paul. (2015). Extending attention span of ADHD Children through an eye tracker directed adaptive user interface. In F.-Ch. Kuo, S. Marshall and H. Shen, M. Stumptner and M. Ali Babar (Ed.). ASWEC 2015: 24th Australasian Software Engineering Conference, Adelaide, SA, Australia. United States of America: Association for Computing Machinery (ACM). pp. 149 - 152 https://doi.org/10.1145/2811681.2824997
Sustaining cognitive diversity in collaborative learning through shared spatially separated virtual workspaces on mobile devices
Reilly, Mark, Shen, Haifeng, Calder, Paul and Duh, Henry. (2015). Sustaining cognitive diversity in collaborative learning through shared spatially separated virtual workspaces on mobile devices. In In Wyeld, T., Calder, P. and Shen, H. (Ed.). Computer-human interaction: Cognitive effects of spatial interaction, learning, and ability pp. 171 - 193 Springer International Publishing. https://doi.org/10.1007/978-3-319-16940-8_9
LP-based approximation algorithms for reliable resource allocation
Liao, Kewen and Shen, Hong. (2014). LP-based approximation algorithms for reliable resource allocation. The Computer Journal. 57(1), pp. 154-164. https://doi.org/10.1093/comjnl/bxs164
On the shallow-light Steiner tree problem
Guo, Longkun, Liao, Kewen and Shen, Hong. (2014). On the shallow-light Steiner tree problem. 15th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT 2014). Hong Kong, China 09 - 14 Dec 2014 IEEE Computer Society. pp. 56-60 https://doi.org/10.1109/PDCAT.2014.17
Effect of off-zenith observations on reducing the impact of precipitation on ground-based microwave radiometer measurement accuracy
Xu, Guirong, Stick Ware, Randolph, Zhang, Wengang, Feng, Guangliu, Liao, Kewen and Liu, Yibing. (2014). Effect of off-zenith observations on reducing the impact of precipitation on ground-based microwave radiometer measurement accuracy. Atmospheric Research. 140-141, pp. 85 - 94. https://doi.org/10.1016/j.atmosres.2014.01.021
Towards a collaborative classroom through shared workspaces on mobile devices
Reilly, Mark, Shen, Haifeng, Calder, Paul and Duh, Henry. (2014). Towards a collaborative classroom through shared workspaces on mobile devices. BCS-HCI '14: The 28th International BCS Human Computer Interaction Conference on HCI 2014 - Sand, Sea and Sky - Holiday HCI. United Kingdom: Electronic Workshops in Computing. pp. 335 - 340
Stimulating high quality social media through knowledge barter-auctioning
Ji, Qijin, Shen, Haifeng, Mao, Yuqing and Zhu, Yanqing. (2014). Stimulating high quality social media through knowledge barter-auctioning. SocialCom '14: The 2014 International Conference on Social Computing, August 04-07 2014, Beijing, China. United States of America: Association for Computing Machinery (ACM). pp. 4 - 11 https://doi.org/10.1145/2639968.2640068
SORC: Service-oriented distributed revision control for collaborative web programming
Bin Sarib, Ahmad Sholehin and Shen, Haifeng. (2014). SORC: Service-oriented distributed revision control for collaborative web programming. 2014 IEEE 18th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2014), Hsinchu, Taiwan, 21-23 May 2014. United States of America: IEEE Computer Society. pp. 638 - 643 https://doi.org/10.1109/CSCWD.2014.6846919