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Mobility data captures the locations of moving objects such as humans, animals, and cars.
A computer movie simulating urban growth in the detroit region
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The dedale system for complex spatial queries
S. Grumbach, P. Rigaux, and L. Segoufin · 1998
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On the discovery of weak periodicities in large time series
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Spatio-temporal access methods
M. F. Mokbel, T. M. Ghanem, and W. G. Aref · 2003
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Using convolution to mine obscure periodic patterns in one pass
M. G. Elfeky, W. G. Aref, and A. K. Elmagarmid · 2004
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Spatial accessibility of primary care: concepts, methods and challenges
M. F. Guagliardo · 2004
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Voronoi-based K nearest neighbor search for spatial network databases
M. R. Kolahdouzan and C. Shahabi · 2004
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SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases
M. F. Mokbel, X. Xiong, and W. G. Aref · 2004
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Managing uncertainty in moving objects databases
G. Trajcevski, O. Wolfson, K. Hinrichs, and S. Chamberlain · 2004
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Scalable spatio-temporal continuous query processing for location-aware services
X. Xiong, M. F. Mokbel, W. G. Aref, S. E. Hambrusch, and S. Prabhakar · 2004
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On Map-Matching Vehicle Tracking Data
S. Brakatsoulas, D. Pfoser, R. Salas, and C. Wenk · 2005
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R. H. Güting and M. Schneider · 2005
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Representation of periodic moving objects in databases
T. Behr, V. T. de Almeida, and R. H. Güting · 2006
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Nearest and reverse nearest neighbor queries for moving objects
R. Benetis, C. S. Jensen, G. Karĉiauskas, and S. Ŝaltenis · 2006
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Efficient evaluation of imprecise location-dependent queries
J. Chen and R. Cheng · 2006
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Modeling and querying moving objects in networks
R. H. Güting, V. T. De Almeida, and Z. Ding · 2006
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Continuous Skyline Queries for Moving Objects
Z. Huang, H. Lu, B. C. Ooi, and A. K. H. Tung · 2006
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Traffic density-based discovery of hot routes in road networks
X. Li, J. Han, J.-G. Lee, and H. Gonzalez · 2007
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Private queries in location based services: anonymizers are not necessary
G. Ghinita, P. Kalnis, A. Khoshgozaran, C. Shahabi, and K.-L. Tan · 2008
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Graph model based indoor tracking
C. S. Jensen, H. Lu, and B. Yang · 2009
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CRAWDAD dataset epfl/mobility (v. 2009-02-24)
M. Piorkowski, N. Sarafijanovic-Djukic, and M. Grossglauser · 2009
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Twenty years of progress: Giscience in 2010
M. Goodchild · 2010
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Secondo: A platform for moving objects database research and for publishing and integrating research implementations
R. H. Güting, T. Behr, and C. Düntgen · 2010
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Robust Pareto-optimum routing of ships utilising deterministic and ensemble weather forecasts
J. Hinnenthal and G. Clauss · 2010
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Indoor-a new data management frontier
C. S. Jensen, H. Lu, and B. Yang · 2010
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Spatio-temporal access methods: Part 2 (2003 - 2010)
L. Nguyen-Dinh, W. G. Aref, and M. F. Mokbel · 2010
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Disparities and access to healthy food in the united states: A review of food deserts literature
R. E. Walker, C. R. Keane, and J. G. Burke · 2010
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T-drive: driving directions based on taxi trajectories
J. Yuan, Y. Zheng, C. Zhang, W. Xie, X. Xie, G. Sun, and Y. Huang · 2010
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Geolife: A collaborative social networking service among user, location and trajectory
Y. Zheng, X. Xie, and W.-Y. Ma · 2010
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SUMO – Simulation of Urban MObility: An Overview
M. Behrisch, L. Bieker, J. Erdmann, and D. Krajzewicz · 2011
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Exploring millions of footprints in location sharing services
Z. Cheng, J. Caverlee, K. Lee, and D. Z. Sui · 2011
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Friendship and mobility: user movement in location-based social networks
E. Cho, S. A. Myers, and J. Leskovec · 2011
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An empirical study of geographic user activity patterns in Foursquare
A. Noulas, S. Scellato, C. Mascolo, and M. Pontil · 2011
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Exploiting place features in link prediction on location-based social networks
S. Scellato, A. Noulas, and C. Mascolo · 2011
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Crowdsafe: crowd sourcing of crime incidents and safe routing on mobile devices
S. Shah, F. Bao, C.-T. Lu, and I.-R. Chen · 2011
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Finding the most accessible locations: reverse path nearest neighbor query in road networks
S. Shang, B. Yuan, K. Deng, K. Xie, and X. Zhou · 2011
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Location-based social networks: Users
Y. Zheng · 2011
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Spatial queries with two knn predicates
A. M. Aly, W. G. Aref, and M. Ouzzani · 2012
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Inferring Road Maps from Global Positioning System Traces: Survey and Comparative Evaluation
J. Biagioni and J. Eriksson · 2012
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Crowdsourcing Geographic Knowledge: Volunteered Geographic Information (VGI) in Theory and Practice
D. Sui, S. Elwood, and M. Goodchild · 2012
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Reducing Uncertainty of Low-Sampling-Rate Trajectories
K. Zheng, Y. Zheng, X. Xie, and X. Zhou · 2012
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Geo-indistinguishability: Differential privacy for location-based systems
M. E. Andrés, N. E. Bordenabe, K. Chatzikokolakis, and C. Palamidessi · 2013
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Visual Analytics of Movement
G. Andrienko, N. Andrienko, P. Bak, D. Keim, and S. Wrobel · 2013
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A general framework for geo-social query processing
N. Armenatzoglou, S. Papadopoulos, and D. Papadias · 2013
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Transportation mode-based segmentation and classification of movement trajectories
F. Biljecki, H. Ledoux, and P. Van Oosterom · 2013
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Where you like to go next: Successive point-of-interest recommendation
C. Cheng, H. Yang, M. R. Lyu, and I. King · 2013
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Nadeef: a commodity data cleaning system
M. Dallachiesa, A. Ebaid, A. Eldawy, A. Elmagarmid, I. F. Ilyas, M. Ouzzani, and N. Tang · 2013
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A survey of indoor inertial positioning systems for pedestrians
R. Harle · 2013
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Indoor positioning: A review of indoor ultrasonic positioning systems
F. Ijaz, H. K. Yang, A. W. Ahmad, and C. Lee · 2013
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Spatiotemporal periodical pattern mining in traffic data
T. Jindal, P. Giridhar, L. Tang, J. Li, and J. Han · 2013
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Dp-where: Differentially private modeling of human mobility
D. J. Mir, S. Isaacman, R. Cáceres, M. Martonosi, and R. N. Wright · 2013
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Mntg: An extensible web-based traffic generator
M. F. Mokbel, L. Alarabi, J. Bao, A. Eldawy, A. Magdy, M. Sarwat, E. Waytas, and S. Yackel · 2013
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Crowd sensing of traffic anomalies based on human mobility and social media
B. Pan, Y. Zheng, D. Wilkie, and C. Shahabi · 2013
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Semantic trajectories modeling and analysis
C. Parent, S. Spaccapietra, C. Renso, G. Andrienko, N. Andrienko, V. Bogorny, M. L. Damiani, A. Gkoulalas-Divanis, J. Macedo, N. Pelekis, et al · 2013
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Differentially private grids for geospatial data
W. Qardaji, W. Yang, and N. Li · 2013
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Similarity queries: their conceptual evaluation, transformations, and processing
Y. N. Silva, W. G. Aref, P. Larson, S. Pearson, and M. H. Ali · 2013
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A case study: Privacy preserving release of spatio-temporal density in paris
G. Acs and C. Castelluccia · 2014
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Finding dense locations in indoor tracking data
T. Ahmed, T. B. Pedersen, and H. Lu · 2014
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CRAWDAD dataset roma/taxi (v. 2014-07-17)
L. Bracciale, M. Bonola, P. Loreti, G. Bianchi, R. Amici, and A. Rabuffi · 2014
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Design comparison of lodes and acs commuting data products
M. Graham, M. Kutzbach, and B. McKenzie · 2014
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Survey of green vehicle routing problem: past and future trends
C. Lin, K. L. Choy, G. T. Ho, S. H. Chung, and H. Lam · 2014
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Group spatiotemporal pattern queries
M. A. Sakr and R. H. Güting · 2014
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A framework for protecting worker location privacy in spatial crowdsourcing
H. To, G. Ghinita, and C. Shahabi · 2014
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Why checkins: Exploring user motivation on location based social networks
F. Wang, G. Wang, and S. Y. Philip · 2014
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Sharkdb: An in-memory column-oriented trajectory storage
H. Wang, K. Zheng, J. Xu, B. Zheng, X. Zhou, and S. Sadiq · 2014
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Exploring social influence on location-based social networks
Y.-T. Wen, P.-R. Lei, W.-C. Peng, and X.-F. Zhou · 2014
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Urban computing: concepts, methodologies, and applications
Y. Zheng, L. Capra, O. Wolfson, and H. Yang · 2014
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Map construction algorithms
M. Ahmed, S. Karagiorgou, D. Pfoser, C. Wenk, M. Ahmed, S. Karagiorgou, D. Pfoser, and C. Wenk · 2015
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Cost estimation of spatial k-nearest-neighbor operators
A. M. Aly, W. G. Aref, and M. Ouzzani · 2015
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Spatial queries with k-nearest-neighbor and relational predicates
A. M. Aly, W. G. Aref, and M. Ouzzani · 2015
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Recommendations in location-based social networks: a survey
J. Bao, Y. Zheng, D. Wilkie, and M. Mokbel · 2015
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Personalized route recommendation using big trajectory data
J. Dai, B. Yang, C. Guo, and Z. Ding · 2015
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The optimization of ship weather-routing algorithm based on the composite influence of multi-dynamic elements (ii): Optimized routings
M.-C. Fang and Y.-H. Lin · 2015
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Model inversion attacks that exploit confidence information and basic countermeasures
M. Fredrikson, S. Jha, and T. Ristenpart · 2015
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Ecomark 2.0: empowering eco-routing with vehicular environmental models and actual vehicle fuel consumption data
C. Guo, B. Yang, O. Andersen, C. S. Jensen, and K. Torp · 2015
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Dpt: differentially private trajectory synthesis using hierarchical reference systems
X. He, G. Cormode, A. Machanavajjhala, C. Procopiuc, and D. Srivastava · 2015
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Tourismo: A user-preference tourist trip search engine
G. Jossé, K. A. Schmid, A. Züfle, G. Skoumas, M. Schubert, and D. Pfoser · 2015
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Traffic prediction in a bike-sharing system
Y. Li, Y. Zheng, H. Zhang, and L. Chen · 2015
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Tornado: A distributed spatio-textual stream processing system
A. R. Mahmood, A. M. Aly, T. Qadah, E. K. Rezig, A. Daghistani, A. Madkour, A. S. Abdelhamid, M. S. Hassan, W. G. Aref, and S. M. Basalamah · 2015
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http://www.geolink.pt/ecmlpkdd2015-challenge/dataset.html
Taxi Service Trajectory. Prediction Challenge. ECML PKDD 2015 · 2015
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Optimizing routes of public transportation systems by analyzing the data of taxi rides
K. Richly, R. Teusner, A. Immer, F. Windheuser, and L. Wolf · 2015
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Spatiotemporal data mining: A computational perspective
S. Shekhar, Z. Jiang, R. Y. Ali, E. Eftelioglu, X. Tang, V. M. V. Gunturi, and X. Zhou · 2015
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Magicol: Indoor localization using pervasive magnetic field and opportunistic wifi sensing
Y. Shu, C. Bo, G. Shen, C. Zhao, L. Li, and F. Zhao · 2015
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Trajectory similarity measures
K. Toohey and M. Duckham · 2015
Cited alongside, same era.
Protecting locations with differential privacy under temporal correlations
Y. Xiao and L. Xiong · 2015
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Wifi-based indoor positioning
C. Yang and H.-R. Shao · 2015
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Evacuation shelter and route selection based on multi-objective optimization approach
P. Zhang, H. Zhang, and D. Guo · 2015
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Ultra wideband indoor positioning technologies: Analysis and recent advances
A. Alarifi, A. Al-Salman, M. Alsaleh, A. Alnafessah, S. Al-Hadhrami, M. A. Al-Ammar, and H. S. Al-Khalifa · 2016
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Price-aware real-time ride-sharing at scale: an auction-based approach
M. Asghari, D. Deng, C. Shahabi, U. Demiryurek, and Y. Li · 2016
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Distributed spatiotemporal trajectory query processing in sql
M. Bakli, M. Sakr, and E. Zimányi · 2020
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On the New Era of Urban Traffic Monitoring with Massive Drone Data: The pNEUMA Large-scale Field Experiment
E. Barmpounakis and N. Geroliminis · 2020
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Modeling occupant behavior in buildings
S. Carlucci, M. De Simone, S. K. Firth, M. B. Kjærgaard, R. Markovic, M. S. Rahaman, M. K. Annaqeeb, S. Biandrate, A. Das, J. W. Dziedzic, et al · 2020
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A Survey on Map-Matching Algorithms
P. Chao, Y. Xu, W. Hua, and X. Zhou · 2020
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Contact tracing mobile apps for COVID-19: Privacy considerations and related trade-offs
H. Cho, D. Ippolito, and Y. W. Yu · 2020
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Managing massive trajectories on the cloud
J. Bao, R. Li, X. Yi, and Y. Zheng · 2016
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City-scale map creation and updating using GPS collections
C. Chen, C. Lu, Q. Huang, Q. Yang, D. Gunopulos, and L. J. Guibas · 2016
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Private spatial data aggregation in the local setting
R. Chen, H. Li, A. K. Qin, S. P. Kasiviswanathan, and H. Jin · 2016
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Data cleaning: Overview and emerging challenges
X. Chu, I. F. Ilyas, S. Krishnan, and J. Wang · 2016
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Real-time path planning to prevent traffic jam through an intelligent transportation system
A. M. De Souza, R. S. Yokoyama, G. Maia, A. Loureiro, and L. Villas · 2016
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Assessing spatiotemporal predictability of lbsn: a case study of three foursquare datasets
M. Li, R. Westerholt, H. Fan, and A. Zipf · 2016
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B. Chuaysi and S. Kiattisin · 2020
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Data science and analytics in aviation, 2020
S.-H. Chung, H.-L. Ma, M. Hansen, and T.-M. Choi · 2020
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Providing input-discriminative protection for local differential privacy
X. Gu, M. Li, L. Xiong, and Y. Cao · 2020
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Navigating through the R packages for movement
R. Joo, M. E. Boone, T. A. Clay, S. C. Patrick, S. Clusella-Trullas, and M. Basille · 2020
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A visual analytics system for exploring, monitoring, and forecasting road traffic congestion
C. Lee, Y. Kim, S. Jin, D. Kim, R. Maciejewski, D. Ebert, and S. Ko · 2020
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Trajmesa: A distributed nosql storage engine for big trajectory data
R. Li, H. He, R. Wang, S. Ruan, Y. Sui, J. Bao, and Y. Zheng · 2020
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Healthwalks: Sensing fine-grained individual health condition via mobility data
Z. Lin, S. Lyu, H. Cao, F. Xu, Y. Wei, H. Samet, and Y. Li · 2020
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Contact tracing: Beyond the apps
M. Mokbel, S. Abbar, and R. Stanojevic · 2020
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Urban inequalities in the 21st century economy
J. Nijman and Y. D. Wei · 2020
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Privacy-preserving contact tracing of COVID-19 patients
L. Reichert, S. Brack, and B. Scheuermann · 2020
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Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey
F. D. Salim, B. Dong, M. Ouf, Q. Wang, I. Pigliautile, X. Kang, T. Hong, W. Wu, Y. Liu, S. K. Rumi, M. S. Rahaman, J. An, H. Deng, W. Shao, J. Dziedzic, F. C. Sangogboye, M. B. Kjærgaard, M. Kong, C. Fabiani, A. L. Pisello, and D. Yan · 2020
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Iot wearable sensors and devices in elderly care: A literature review
T. G. Stavropoulos, A. Papastergiou, L. Mpaltadoros, S. Nikolopoulos, and I. Kompatsiaris · 2020
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Semantically diverse path search
X. Teng, G. Trajcevski, J.-S. Kim, and A. Züfle · 2020
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Decentralized privacy-preserving proximity tracing
C. Troncoso, M. Payer, J.-P. Hubaux, M. Salathé, J. Larus, E. Bugnion, W. Lueks, T. Stadler, A. Pyrgelis, D. Antonioli, et al · 2020
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Mobilitydb: A mobility database based on postgresql and postgis
E. Zimányi, M. Sakr, and A. Lesuisse · 2020
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Guide to Maritime Informatics
A. Artikis and D. Zissis · 2021
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Modelling memory for individual re-identification in decentralised mobile contact tracing applications
L. Bedogni, S. K. Rumi, and F. D. Salim · 2021
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Deep learning for sensor-based human activity recognition: Overview, challenges, and opportunities
K. Chen, D. Zhang, L. Yao, B. Guo, Z. Yu, and Y. Liu · 2021
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React: real-time contact tracing and risk monitoring via privacy-enhanced mobile tracking
Y. Da, R. Ahuja, L. Xiong, and C. Shahabi · 2021
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REACT: real-time contact tracing and risk monitoring via privacy-enhanced mobile tracking
Y. Da, R. Ahuja, L. Xiong, and C. Shahabi · 2021
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SWARM: adaptive load balancing in distributed streaming systems for big spatial data
A. Daghistani, W. G. Aref, A. Ghafoor, and A. R. Mahmood · 2021
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Occupant behavior modeling methods for resilient building design, operation and policy at urban scale: A review
B. Dong, Y. Liu, H. Fontenot, M. Ouf, M. Osman, A. Chong, S. Qin, F. Salim, H. Xue, D. Yan, et al · 2021
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Malicious ais spoofing and abnormal stealth deviations: A comprehensive statistical framework for maritime anomaly detection
E. d’Afflisio, P. Braca, and P. Willett · 2021
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Change of human mobility during COVID-19: A united states case study
J. Elarde, J.-S. Kim, H. Kavak, A. Züfle, and T. Anderson · 2021
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An exploratory data analysis protocol for identifying problems in continuous movement data
A. Graser · 2021
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Measuring inequality in community resilience to natural disasters using large-scale mobility data
B. Hong, B. J. Bonczak, A. Gupta, and C. E. Kontokosta · 2021
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Intracounty modeling of COVID-19 infection with human mobility: Assessing spatial heterogeneity with business traffic, age, and race
X. Hou, S. Gao, Q. Li, Y. Kang, N. Chen, K. Chen, J. Rao, J. S. Ellenberg, and J. A. Patz · 2021
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An experimental review on deep learning architectures for time series forecasting
P. Lara-Benítez, M. Carranza-García, and J. C. Riquelme · 2021
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A Trajectory Restoration Algorithm for Low-sampling-rate Floating Car Data and Complex Urban Road Networks
B. Li, Z. Cai, M. Kang, S. Su, S. Zhang, L. Jiang, and Y. Ge · 2021
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Qarta: an ml-based system for accurate map services
M. Musleh, S. Abbar, R. Stanojevic, and M. Mokbel · 2021
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A survey of automatic contact tracing approaches using bluetooth low energy
L. Reichert, S. Brack, and B. Scheuermann · 2021
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The 9th acm sigspatial international workshop on analytics for big spatial data (bigspatial 2020) november 3, 2020
A. Shashidharan, V. Chandola, and R. R. Vatsavai · 2021
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The LSM rum-tree: A log structured merge r-tree for update-intensive spatial workloads
J. Shin, J. Wang, and W. G. Aref · 2021
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Semantically diverse paths with range and origin constraints
X. Teng, G. Trajcevski, and A. Züfle · 2021
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Cell-phone traces reveal infection-associated behavioral change
Y. Vigfusson, T. A. Karlsson, D. Onken, C. Song, A. F. Einarsson, N. Kishore, R. M. Mitchell, E. Brooks-Pollock, G. Sigmundsdottir, and L. Danon · 2021
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Deep Trajectory Recovery with Fine-Grained Calibration using Kalman Filter
J. Wang, N. Wu, X. Lu, W. X. Zhao, and K. Feng · 2021
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A survey on trajectory data management, analytics, and learning
S. Wang, Z. Bao, J. S. Culpepper, and G. Cong · 2021
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Mobtcast: Leveraging auxiliary trajectory forecasting for human mobility prediction
H. Xue, F. Salim, Y. Ren, and N. Oliver · 2021
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Termcast: Temporal relation modeling for effective urban flow forecasting
H. Xue and F. D. Salim · 2021
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A survey of traffic prediction: from spatio-temporal data to intelligent transportation
H. Yuan and G. Li · 2021
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Toward discriminating and synthesizing motion traces using deep probabilistic generative models
F. Zhou, X. Liu, K. Zhang, and G. Trajcevski · 2021
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ILX: intelligent "location+x" data systems (vision paper)
W. G. Aref, Y. Rayhan, L. Zhou, and A. Daghistani · 2022
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The user of human mobility data in public health emergencies
S. Balsari, C. Buckee, J. Chan, and A. Schroeder · 2022
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Location contact tracing: Penetration, privacy, position, and performance
L. Bedogni, F. Montori, and F. Salim · 2022
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A global building occupant behavior database
B. Dong, Y. Liu, W. Mu, Z. Jiang, P. Pandey, T. Hong, B. Olesen, T. Lawrence, Z. O’Neil, et al · 2022
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Network-less trajectory imputation
M. M. Elshrif, K. Isufaj, and M. F. Mokbel · 2022
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Understanding occupants’ behaviour, engagement, emotion, and comfort indoors with heterogeneous sensors and wearables
N. Gao, M. Marschall, J. Burry, S. Watkins, and F. D. Salim · 2022
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Generative adversarial networks for spatio-temporal data: A survey
N. Gao, H. Xue, W. Shao, S. Zhao, K. K. Qin, A. Prabowo, M. S. Rahaman, and F. D. Salim · 2022
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Contextual spatio-temporal graph representation learning for reinforced human mobility mining
Q. Gao, F. Zhou, T. Zhong, G. Trajcevski, X. Yang, and T. Li · 2022
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Deeptea: effective and efficient online time-dependent trajectory outlier detection
X. Han, R. Cheng, C. Ma, and T. Grubenmann · 2022
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Maximum entropy bridgelets for trajectory completion
J. Krumm · 2022
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https://blogs.bing.com/maps/2022-12/Bing-Maps-is-bringing-new-roads/
Discover New Roads with Bing Maps · 2022
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Mobility data science (dagstuhl seminar 22021)
M. Mokbel, M. Sakr, L. Xiong, A. Züfle, J. Almeida, T. Anderson, W. Aref, G. Andrienko, N. Andrienko, Y. Cao, et al · 2022
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Introduction to the special issue on contact tracing, 2022
M. F. Mokbel, L. Xiong, and D. Zeinalipour-Yazti · 2022
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