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Anonymizing geo-social network datasets

Amirreza Masoumzadeh, James Joshi
2011 Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS - SPRINGL '11  
In this paper, we study the problem of anonymizing a geo-social network dataset, based on adversarial knowledge on location information of its users.  ...  Geo-social networking systems, such as Foursquare and Facebook Places, where users perform interactions based on their self-reported locations are growing fast nowadays.  ...  We formally define a geo-social network as follows. In the above definition, we consider the location domain to be abstract.  ... 
doi:10.1145/2071880.2071886 dblp:conf/gis/MasoumzadehJ11 fatcat:cezqifyu4jevxajymcj5guhh6i

Querying geo-social data by bridging spatial networks and social networks

Yerach Doytsher, Ben Galon, Yaron Kanza
2010 Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks - LBSN '10  
Considering life patterns as edges that connect users of a social network to geographical entities on a spatial network, enriches the social network, providing an integrated sociospatial graph.  ...  Spatio-social Network (SSN).  ...  Then the joint spatio-social network of N social and N spatial is a graph Njoin = ((U, F ), (O, R), B), where (U, F ) is the given social network, (O, R) is the given spatial network, and B ⊂ U × O × T  ... 
doi:10.1145/1867699.1867707 dblp:conf/gis/DoytsherGK10 fatcat:ejkh47yd4jatplj3et2ao6st6i

Evaluating geo-social influence in location-based social networks

Chao Zhang, Lidan Shou, Ke Chen, Gang Chen, Yijun Bei
2012 Proceedings of the 21st ACM international conference on Information and knowledge management - CIKM '12  
To capture the geo-social closeness between LBSN users, we propose a unified influence metric.  ...  The geo-social correlations among event participants make it possible to quantify mutual user influence for various events.  ...  As shown, while CONCLUSION This paper provided an in-depth study of geo-social influence in location-based social networks.  ... 
doi:10.1145/2396761.2398450 dblp:conf/cikm/ZhangS0CB12 fatcat:kay65rutujhkpm7pn3hfdanpzu

Measuring Urban Social Diversity Using Interconnected Geo-Social Networks

Desislava Hristova, Matthew J. Williams, Mirco Musolesi, Pietro Panzarasa, Cecilia Mascolo
2016 Proceedings of the 25th International Conference on World Wide Web - WWW '16  
In this work, we present a novel network perspective on the interconnected nature of people and places, allowing us to capture the social diversity of urban locations through the social network and mobility  ...  We use a dataset of approximately 37K users and 42K venues in London to build a network of Foursquare places and the parallel Twitter social network of visitors through check-ins.  ...  Figure 1 illustrates the interconnected geo-social network model in Panel (a).  ... 
doi:10.1145/2872427.2883065 dblp:conf/www/HristovaWMPM16 fatcat:o2wq63d4ovgcvhhddfjzoyrc64

Scalable Community Detection over Geo-Social Network [article]

Xiuwen Zheng and Qiyu Liu and Amarnath Gupta
2019 arXiv   pre-print
We consider a community finding problem called Co-located Community Detection (CCD) over geo-social networks, which retrieves communities that satisfy both high structural tightness and spatial closeness  ...  studies on community detection, we decouple the spatial constraint from graph structural constraint and propose a uniform CCD framework which gives users the freedom to choose customized measurements for social  ...  Problem Definition Definition 1 (Geo-Social Network (GeoSN)).  ... 
arXiv:1906.05505v4 fatcat:yfjx2nhzxrhd7bpl4wqir3lrke

Location-Related Privacy in Geo-Social Networks

Carmen Ruiz Vicente, Dario Freni, Claudio Bettini, Christian S. Jensen
2011 IEEE Internet Computing  
Geo-Social Networks (GeoSNs) extend social networks by providing context-aware services that support the association of location with users and content.  ...  We call such services Geo Social Networks (GeoSNs): they combine real-time location capabilities with traditional social network functionality.  ...  Check-In Based GeoSNs Check-in based social networks allow users to announce their presence in a particular place, such as a bar, a shop, or a park.  ... 
doi:10.1109/mic.2011.29 fatcat:otvyt4xxtzf4tlqi6jhj3poar4

Significant Geo-Social Group Discovery over Location-Based Social Network

Wei Li, Sisi Zlatanova
2021 Sensors  
Geo-social community detection over location-based social networks combining both location and social factors to generate useful computational results has attracted increasing interest from both industrial  ...  of community detection over location-based social networks.  ...  Geo-Social Group (GSG) Considering a location-based social network G = (V, E), in this paper, our goal is to detect all qualified geo-social groups, termed GSGs.  ... 
doi:10.3390/s21134551 fatcat:a47n7mnycfeudjywkjm7rx3lau

Preserving Co-Location Privacy in Geo-Social Networks [article]

Matteo Camilli
2012 arXiv   pre-print
Content published in a geo-aware social networks (GeoSN) often involves multiple users and it is often accessible to multiple users, without the publisher being aware of the privacy preferences of those  ...  The number of people on social networks has grown exponentially. Users share very large volumes of personal informations and content every days.  ...  Introduction The great availability of social network services and mobile devices with internet connectivity and intograted GPS enable Geo-aware Social Networks (GeoSNs).  ... 
arXiv:1203.3946v2 fatcat:m7jfmwjakre2za64kqw4bchch4

Maximum Recommendation in Geo-social Network for Business

2019 Tehnički Vjesnik  
On the other hand, we exclude the negative node from the geo-social network.  ...  To remove the shortcomings, we propose a Maximum Recommendation scheme in Geo-social network for business (called as MRG).  ...  INTRODUCTION With the development of the geo-social network technology and the geo-social media platform [1] , more and more companies are using the geo-social network to promote their products [2] .  ... 
doi:10.17559/tv-20181105122320 fatcat:ufbmkul6g5h2fgeohbfipfmhga

Towards Location Privacy Awareness on Geo-Social Networks

Fatma Alrayes, Alia Abdelmoty
2016 2016 10th International Conference on Next Generation Mobile Applications, Security and Technologies (NGMAST)  
A user study is used to examine the impact of the feedback provided on users' perception of privacy and the link between their privacy concerns and their attitude towards using the geo-social network.  ...  Findings confirm the strong need for more transparent access to and control over user location profiles, and guide the proposal of recommendations to the design of more privacy-sensitive geo-social networks  ...  These findings are useful for designing more effective privacy-sensitive geo-social networks.  ... 
doi:10.1109/ngmast.2016.26 dblp:conf/ngmast/AlrayesA16 fatcat:nadyya42wvg4nfgtw4jomt5nsi

Density-based place clustering in geo-social networks

Jieming Shi, Nikos Mamoulis, Dingming Wu, David W. Cheung
2014 Proceedings of the 2014 ACM SIGMOD international conference on Management of data - SIGMOD '14  
In this paper, we show how the density-based clustering paradigm can be extended to apply on places which are visited by users of a geo-social network.  ...  The results show that geo-social clusters have special properties and cannot be found by applying simple spatial clustering approaches.  ...  We define the new problem of Density-based Clustering Places in Geo-Social Networks (DCPGS), to detect geo-social clusters in GeoSNs.  ... 
doi:10.1145/2588555.2610497 dblp:conf/sigmod/ShiMWC14 fatcat:kd7ggfuwkje3tendpsktltjyny

Circle of Friend Query in Geo-Social Networks [chapter]

Weimo Liu, Weiwei Sun, Chunan Chen, Yan Huang, Yinan Jing, Kunjie Chen
2012 Lecture Notes in Computer Science  
Geo-Social Networks are bridging the gap between virtual and physical social networks.  ...  In this paper, we propose a new type of query called Circle of Friend Query (CoFQ) to allow finding a group of friends in a Geo-Social network whose members are close to each other both socially and geographically  ...  So we compute the value of N N geo .W and N N geo .B with the lower and upper bound of the social network distance.  ... 
doi:10.1007/978-3-642-29035-0_9 fatcat:77uqhwqkmbaglbrvwwcf52vmka

Cohesive Ridesharing Group Queries in Geo-Social Networks

Changbeom Shim, Gyuhyeon Sim, Yon Dohn Chung
2020 IEEE Access  
In our ridesharing framework, queries are processed by efficiently taking geo-social network data into account.  ...  INDEX TERMS Geo-social networks, query processing, ridesharing services, spatial databases. 97418 This work is licensed under a Creative Commons Attribution 4.0 License.  ...  Using geo-social network data, additionally, a density-based spatial clustering algorithm [45] was proposed.  ... 
doi:10.1109/access.2020.2997102 fatcat:rkoyu2f6zndhla3wny3c7d3eoi

Preserving Location-Related Privacy Collaboratively in Geo-social Networks

Lin Zhang, Mingxuan Yuan, Yao Guo, Xiangqun Chen, Lei Chen
2014 2014 IEEE 38th Annual Computer Software and Applications Conference  
The emerging geo-social networks bring us attractive location-based services as well as serious location-related privacy threats.  ...  Location information of users in geo-social networks might be revealed by friends carelessly, or deduced by users curiously or even maliciously.  ...  CONCLUSION Resources in geo-social networks, especially the ones issued from the mobile, are usually associated with geo-tags.  ... 
doi:10.1109/compsac.2014.94 dblp:conf/compsac/ZhangYGCC14 fatcat:4nfcw2myibefdc5pke6bhetgim

EXTRACTING HUMAN BEHAVIORAL PATTERNS BY MINING GEO-SOCIAL NETWORKS

M. Forghani, F. Karimipour
2014 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
Using this feature in web-based social networks and considering location information shared by users as a bridge connecting the users' network to location information layer leads to the formation of Geo-Social  ...  The availability of large amounts of geographical and social data on these networks provides rich sources of information that can be utilized for studying human behavior through data analysis in a spatial-temporal-social  ...  Network Data Repository that was utilized in this research.  ... 
doi:10.5194/isprsarchives-xl-2-w3-115-2014 fatcat:maafelumzffdbc7mnwwv4bjy7i
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