Spatial trajectories have been bringing the unprecedented wealth to a variety of research communities. A spatial trajectory records the paths of a variety of moving objects, such as people who log their travel routes with GPS trajectories. The field of moving objects related research has become extremely active within the last few years, especially with all major database and data mining conferences and journals. Computing with Spatial Trajectories introduces the algorithms, technologies, and systems used to process, manage and understand existing spatial trajectories for different applications. This book also presents an overview on both fundamentals and the state-of-the-art research inspired by spatial trajectory data, as well as a special focus on trajectory pattern mining, spatio-temporal data mining and location-based social networks. Each chapter provides readers with a tutorial-style introduction to one important aspect of location trajectory computing, case studies and many valuable references to other relevant research work. Computing with Spatial Trajectories is designed as a reference or secondary text book for advanced-level students and researchers mainly focused on computer science and geography. Professionals working on spatial trajectory computing will also find this book very useful.
Cited By
- Hamedi H, Shad R and Jamali S (2023). Measuring lane-changing trajectories by employing context-based modified dynamic time warping, Expert Systems with Applications: An International Journal, 216:C, Online publication date: 15-Apr-2023.
- Qiao D, Yang X, Liang Y and Hao X (2022). Rapid trajectory clustering based on neighbor spatial analysis, Pattern Recognition Letters, 156:C, (167-173), Online publication date: 1-Apr-2022.
- Valdes F (2022). MFPMiner: Mining Meaningful Frequent Patterns from Spatio-textual Trajectories, ACM Transactions on Spatial Algorithms and Systems, 8:1, (1-30), Online publication date: 31-Mar-2022.
- Wang S, Bao Z, Culpepper J and Cong G (2021). A Survey on Trajectory Data Management, Analytics, and Learning, ACM Computing Surveys, 54:2, (1-36), Online publication date: 31-Mar-2022.
- Lin Z, Zhang G, He Z, Feng J, Wu W and Li Y Vehicle Trajectory Recovery on Road Network Based on Traffic Camera Video Data Proceedings of the 29th International Conference on Advances in Geographic Information Systems, (389-398)
- Papangelis K, Lykourentzou I, Khan V, Chamberlain A, Cao T, Saker M and Lalone N (2021). Locating Identities in Time: An Examination of the Formation and Impact of Temporality on Presentations of the Self through Location-Based Social Networks, ACM Transactions on Social Computing, 4:3, (1-23), Online publication date: 30-Sep-2021.
- Kumar G, Jerbi H and O’Mahony M (2021). A sequence-based and context modelling framework for recommendation, Expert Systems with Applications: An International Journal, 175:C, Online publication date: 1-Aug-2021.
- Delauney C, Baskiotis N and Guigue V Trajectory Bayesian indexing: The airport ground traffic case 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC), (1047-1052)
- Koide S, Xiao C and Ishikawa Y (2020). Fast subtrajectory similarity search in road networks under weighted edit distance constraints, Proceedings of the VLDB Endowment, 13:12, (2188-2201), Online publication date: 1-Aug-2020.
- Gong X, Huang Z, Wang Y, Wu L and Liu Y (2020). High-performance spatiotemporal trajectory matching across heterogeneous data sources, Future Generation Computer Systems, 105:C, (148-161), Online publication date: 1-Apr-2020.
- Wang S, Gong M, Wu Y and Zhang M (2020). Multi-objective optimization for location-based and preferences-aware recommendation, Information Sciences: an International Journal, 513:C, (614-626), Online publication date: 1-Mar-2020.
- Monteiro D, Coelho dos Santos R and Ferreira K (2020). Mining Partners in Trajectories, International Journal of Data Warehousing and Mining, 16:1, (22-38), Online publication date: 1-Jan-2020.
- Meng F, Yuan G, Lv S, Wang Z and Xia S (2019). An overview on trajectory outlier detection, Artificial Intelligence Review, 52:4, (2437-2456), Online publication date: 1-Dec-2019.
- Suzuki J, Suhara Y, Toda H and Nishida K (2019). Personalized Visited-POI Assignment to Individual Raw GPS Trajectories, ACM Transactions on Spatial Algorithms and Systems, 5:3, (1-28), Online publication date: 25-Sep-2019.
- Kwon Y, Chatzopoulos D, ul Haq E, Wong R and Hui P (2019). GeoLifecycle, Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 3:3, (1-29), Online publication date: 9-Sep-2019.
- Yoo J, Loh W and Whang K (2019). Indexable sub-trajectory matching using multi-segment approximation: a partition-and-stitch framework, The Journal of Supercomputing, 75:9, (6129-6157), Online publication date: 1-Sep-2019.
- Valdés F and Güting R (2019). A framework for efficient multi-attribute movement data analysis, The VLDB Journal — The International Journal on Very Large Data Bases, 28:4, (427-449), Online publication date: 1-Aug-2019.
- Tsigkanos C, Nenzi L, Loreti M, Garriga M, Dustdar S and Ghezzi C Inferring analyzable models from trajectories of spatially-distributed internet of things Proceedings of the 14th International Symposium on Software Engineering for Adaptive and Self-Managing Systems, (100-106)
- Wang J, Kong X, Xia F and Sun L (2019). Urban Human Mobility, ACM SIGKDD Explorations Newsletter, 21:1, (1-19), Online publication date: 13-May-2019.
- Hosseini S, Yin H, Zhou X, Sadiq S, Kangavari M and Cheung N (2019). Leveraging multi-aspect time-related influence in location recommendation, World Wide Web, 22:3, (1001-1028), Online publication date: 1-May-2019.
- Siabato W, Claramunt C, Ilarri S and Manso-Callejo M (2018). A Survey of Modelling Trends in Temporal GIS, ACM Computing Surveys, 51:2, (1-41), Online publication date: 31-Mar-2019.
- Chen W, Xia J, Wang X, Wang Y, Chen J and Chang L (2018). RelationLines, ACM Transactions on Intelligent Systems and Technology, 10:1, (1-21), Online publication date: 31-Jan-2019.
- Shokry A, Torki M and Youssef M DeepLoc Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (339-348)
- Kieu T, Yang B, Guo C and Jensen C Distinguishing Trajectories from Different Drivers using Incompletely Labeled Trajectories Proceedings of the 27th ACM International Conference on Information and Knowledge Management, (863-872)
- Mahmood A, Aly A, Kuznetsova T, Basalamah S and Aref W (2018). Disk-Based Indexing of Recent Trajectories, ACM Transactions on Spatial Algorithms and Systems, 4:3, (1-27), Online publication date: 30-Sep-2018.
- Guo X, Zhang R, Liu X and Huai J (2018). Human mobility semantics analysis, Geoinformatica, 22:3, (507-539), Online publication date: 1-Jul-2018.
- (2018). The role of location and social strength for friendship prediction in location-based social networks, Information Processing and Management: an International Journal, 54:4, (475-489), Online publication date: 1-Jul-2018.
- Damiani M, Hachem F, Issa H, Ranc N, Moorcroft P and Cagnacci F (2018). Cluster-based trajectory segmentation with local noise, Data Mining and Knowledge Discovery, 32:4, (1017-1055), Online publication date: 1-Jul-2018.
- Koide S, Tadokoro Y, Yoshimura T, Xiao C and Ishikawa Y (2018). Enhanced Indexing and Querying of Trajectories in Road Networks via String Algorithms, ACM Transactions on Spatial Algorithms and Systems, 4:1, (1-41), Online publication date: 15-Jun-2018.
- Pellungrini R, Pappalardo L, Pratesi F and Monreale A (2017). A Data Mining Approach to Assess Privacy Risk in Human Mobility Data, ACM Transactions on Intelligent Systems and Technology, 9:3, (1-27), Online publication date: 31-May-2018.
- Shang Z, Li G and Bao Z DITA Proceedings of the 2018 International Conference on Management of Data, (725-740)
- Ding X, Chen L, Gao Y, Jensen C and Bao H (2018). UlTraMan, Proceedings of the VLDB Endowment, 11:7, (787-799), Online publication date: 1-Mar-2018.
- Zhang D, Lee K and Lee I (2018). Hierarchical trajectory clustering for spatio-temporal periodic pattern mining, Expert Systems with Applications: An International Journal, 92:C, (1-11), Online publication date: 1-Feb-2018.
- Macfarlane J and Xu B Temporal Sampling Constraints for GeoSpatial Path Reconstruction in a Transportation Network Proceedings of the 10th ACM SIGSPATIAL Workshop on Computational Transportation Science, (1-6)
- Oehrlein J, Niedermann B and Haunert J Inferring the Parametric Weight of a Bicriteria Routing Model from Trajectories Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (1-4)
- Logesh R and Subramaniyaswamy V (2017). A Reliable Point of Interest Recommendation based on Trust Relevancy between Users, Wireless Personal Communications: An International Journal, 97:2, (2751-2780), Online publication date: 1-Nov-2017.
- Liu X, Ai W, Li H, Tang J, Huang G, Feng F and Mei Q (2017). Deriving User Preferences of Mobile Apps from Their Management Activities, ACM Transactions on Information Systems, 35:4, (1-32), Online publication date: 31-Oct-2017.
- Wu H, Sun W, Zheng B, Yang L and Zhou W (2017). CLSTERS, Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 1:3, (1-28), Online publication date: 11-Sep-2017.
- Xie D, Li F and Phillips J (2017). Distributed trajectory similarity search, Proceedings of the VLDB Endowment, 10:11, (1478-1489), Online publication date: 1-Aug-2017.
- Valdés F and Güting R (2017). Index-supported pattern matching on tuples of time-dependent values, Geoinformatica, 21:3, (429-458), Online publication date: 1-Jul-2017.
- Efentakis A, Grivas N, Pfoser D and Vassiliou Y (2017). Crowdsourcing turning-restrictions from map-matched trajectories, Information Systems, 64:C, (221-236), Online publication date: 1-Mar-2017.
- Yoo S, Park T, Song J and Jeong O A trajectory analysis system for social media contents using AsterixDB Proceedings of the 11th International Conference on Ubiquitous Information Management and Communication, (1-6)
- Tian B, Morris B, Tang M, Liu Y, Yao Y, Gou C, Shen D and Tang S (2017). Hierarchical and Networked Vehicle Surveillance in ITS, IEEE Transactions on Intelligent Transportation Systems, 18:1, (25-48), Online publication date: 1-Jan-2017.
- Züfle A (2016). Bayesian network movement model, SIGSPATIAL Special, 8:2, (18-25), Online publication date: 9-Dec-2016.
- Wang Y, Lee K and Lee I Visual Analytical Tool for Higher Order k-Means Clustering for Trajectory Data Mining AI 2016: Advances in Artificial Intelligence, (507-518)
- Wu F and Li Z Where Did You Go Proceedings of the 25th ACM International on Conference on Information and Knowledge Management, (589-598)
- Wu H, Sun W and Zheng B Is only one gps position sufficient to locate you to the road network accurately? Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, (740-751)
- Ma Y, Lin T, Cao Z, Li C, Wang F and Chen W (2016). Mobility Viewer: An Eulerian Approach for Studying Urban Crowd Flow, IEEE Transactions on Intelligent Transportation Systems, 17:9, (2627-2636), Online publication date: 1-Sep-2016.
- Cottone P, Gaglio S, Re G and Ortolani M Gaining insight by structural knowledge extraction Proceedings of the Twenty-second European Conference on Artificial Intelligence, (999-1007)
- Luo C, Zeng J, Yuan M, Dai W and Yang Q (2016). Telco User Activity Level Prediction with Massive Mobile Broadband Data, ACM Transactions on Intelligent Systems and Technology, 7:4, (1-30), Online publication date: 14-Jul-2016.
- Endo Y, Toda H, Nishida K and Kawanobe A Deep Feature Extraction from Trajectories forźTransportation Mode Estimation Proceedings, Part II, of the 20th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining - Volume 9652, (54-66)
- Pokorny F, Hawasly M and Ramamoorthy S (2016). Topological trajectory classification with filtrations of simplicial complexes and persistent homology, International Journal of Robotics Research, 35:1-3, (204-223), Online publication date: 1-Jan-2016.
- Leng B, Du H, Wang J, Li L and Xiong Z (2015). Analysis of Taxi Drivers' Behaviors Within a Battle Between Two Taxi Apps, IEEE Transactions on Intelligent Transportation Systems, 17:1, (296-300), Online publication date: 1-Jan-2016.
- Ballatore A and Bertolotto M (2015). Personalizing maps, Communications of the ACM, 58:12, (68-74), Online publication date: 23-Nov-2015.
- Güting R, Valdés F and Damiani M (2015). Symbolic Trajectories, ACM Transactions on Spatial Algorithms and Systems, 1:2, (1-51), Online publication date: 5-Nov-2015.
- Ismail A and Vigneron A A New Trajectory Similarity Measure for GPS Data Proceedings of the 6th ACM SIGSPATIAL International Workshop on GeoStreaming, (19-22)
- Liu X and Lu F ST-CRF Proceedings of the 6th ACM SIGSPATIAL International Workshop on GeoStreaming, (9-18)
- Zhou T, Cao J, Liu B, Xu S, Zhu Z and Luo J Location-Based Influence Maximization in Social Networks Proceedings of the 24th ACM International on Conference on Information and Knowledge Management, (1211-1220)
- Zhou X, Zheng K, Jueng H, Xu J and Sadiq S Making Sense of Spatial Trajectories Proceedings of the 24th ACM International on Conference on Information and Knowledge Management, (671-672)
- Sailer C, Kiefer P, Schito J and Raubal M An evaluation method for location-based mobile learning based on spatio-temporal analysis of learner trajectories Proceedings of the 17th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct, (1212-1218)
- Xiujuan Xu , Jianyu Zhou , Yu Liu , Zhenzhen Xu and Xiaowei Zha (2015). Taxi-RS: Taxi-Hunting Recommendation System Based on Taxi GPS Data, IEEE Transactions on Intelligent Transportation Systems, 16:4, (1716-1727), Online publication date: 1-Aug-2015.
- Shuo Shang , Kai Zheng , Jensen C, Bin Yang , Kalnis P, Guohe Li and Ji-Rong Wen (2015). Discovery of Path Nearby Clusters in Spatial Networks, IEEE Transactions on Knowledge and Data Engineering, 27:6, (1505-1518), Online publication date: 1-Jun-2015.
- Shaojie Qiao , Nan Han , Zhu W and Gutierrez L (2015). TraPlan: An Effective Three-in-One Trajectory-Prediction Model in Transportation Networks, IEEE Transactions on Intelligent Transportation Systems, 16:3, (1188-1198), Online publication date: 1-Jun-2015.
- Wu J, Claramunt C and Deng M (2015). An integrated qualitative and boundary-based formal model for a semantic representation of trajectories, SIGSPATIAL Special, 7:1, (35-42), Online publication date: 20-May-2015.
- Zheng Y (2015). Trajectory Data Mining, ACM Transactions on Intelligent Systems and Technology, 6:3, (1-41), Online publication date: 20-May-2015.
- Huang P and Yuan B Mining Massive-Scale Spatiotemporal Trajectories in Parallel Revised Selected Papers of the PAKDD 2015 Workshops on Trends and Applications in Knowledge Discovery and Data Mining - Volume 9441, (41-52)
- Yang Z, Wu C, Zhou Z, Zhang X, Wang X and Liu Y (2015). Mobility Increases Localizability, ACM Computing Surveys, 47:3, (1-34), Online publication date: 16-Apr-2015.
- Tang L, Yu X, Gu Q, Han J, Jiang G, Leung A and Porta T (2015). A Framework of Mining Trajectories from Untrustworthy Data in Cyber-Physical System, ACM Transactions on Knowledge Discovery from Data, 9:3, (1-35), Online publication date: 13-Apr-2015.
- Bin Tian , Morris B, Ming Tang , Yuqiang Liu , Yanjie Yao , Chao Gou , Dayong Shen and Shaohu Tang (2015). Hierarchical and Networked Vehicle Surveillance in ITS: A Survey, IEEE Transactions on Intelligent Transportation Systems, 16:2, (557-580), Online publication date: 1-Apr-2015.
- Gotsman R and Kanza Y (2015). A Dilution-matching-encoding compaction of trajectories over road networks, Geoinformatica, 19:2, (331-364), Online publication date: 1-Apr-2015.
- Xu J, Güting R and Qin X (2015). GMOBench, Geoinformatica, 19:2, (227-276), Online publication date: 1-Apr-2015.
- Xue A, Qi J, Xie X, Zhang R, Huang J and Li Y (2015). Solving the data sparsity problem in destination prediction, The VLDB Journal — The International Journal on Very Large Data Bases, 24:2, (219-243), Online publication date: 1-Apr-2015.
- Qiao S, Jin H, Gao Y, Tang L and Xing H (2015). Trajectory data mining in distributed sensor networks, International Journal of Distributed Sensor Networks, 2015, (6-6), Online publication date: 1-Jan-2015.
- Senaratne H, Bröring A, Schreck T and Lehle D Moving on Twitter Proceedings of the 7th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, (23-30)
- Yang J, Xu J, Xu M, Zheng N and Chen Y Predicting next location using a variable order Markov model Proceedings of the 5th ACM SIGSPATIAL International Workshop on GeoStreaming, (37-42)
- Steiger E, Ellersiek T and Zipf A Explorative public transport flow analysis from uncertain social media data Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information, (1-7)
- Valdés F and Güting R Index-supported pattern matching on symbolic trajectories Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (53-62)
- Zhang J, Chow C and Li Y LORE Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (103-112)
- Deveaud R, Albakour M, Manotumruksa J, Macdonald C and Ounis I SmartVenues Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, (2078-2080)
- Zheng Y, Capra L, Wolfson O and Yang H (2014). Urban Computing, ACM Transactions on Intelligent Systems and Technology, 5:3, (1-55), Online publication date: 1-Oct-2014.
- Joseph K, Carley K and Hong J (2014). Check-ins in “Blau Space”, ACM Transactions on Intelligent Systems and Technology, 5:3, (1-22), Online publication date: 1-Oct-2014.
- Ying J, Kuo W, Tseng V and Lu E (2014). Mining User Check-In Behavior with a Random Walk for Urban Point-of-Interest Recommendations, ACM Transactions on Intelligent Systems and Technology, 5:3, (1-26), Online publication date: 1-Oct-2014.
- Fan Z, Song X and Shibasaki R CitySpectrum Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, (213-223)
- Nishida K, Toda H, Kurashima T and Suhara Y Probabilistic identification of visited point-of-interest for personalized automatic check-in Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, (631-642)
- Padmanabhan A, Wang S, Cao G, Hwang M, Zhang Z, Gao Y, Soltani K and Liu Y (2014). FluMapper, Concurrency and Computation: Practice & Experience, 26:13, (2253-2265), Online publication date: 10-Sep-2014.
- Long C, Wong R and Jagadish H (2014). Trajectory simplification, Proceedings of the VLDB Endowment, 8:1, (49-60), Online publication date: 1-Sep-2014.
- Wu F, Lei T, Li Z and Han J (2014). MoveMine 2.0, Proceedings of the VLDB Endowment, 7:13, (1613-1616), Online publication date: 1-Aug-2014.
- Song R, Sun W, Zheng B and Zheng Y (2014). PRESS, Proceedings of the VLDB Endowment, 7:9, (661-672), Online publication date: 1-May-2014.
- Liu K, Li Y, Dai J, Shang S and Zheng K Compressing large scale urban trajectory data Proceedings of the Fourth International Workshop on Cloud Data and Platforms, (1-6)
- Tang L, Zheng Y, Yuan J, Han J, Leung A, Peng W and Porta T (2014). A framework of traveling companion discovery on trajectory data streams, ACM Transactions on Intelligent Systems and Technology, 5:1, (1-34), Online publication date: 1-Dec-2013.
- Ying J, Lee W and Tseng V (2014). Mining geographic-temporal-semantic patterns in trajectories for location prediction, ACM Transactions on Intelligent Systems and Technology, 5:1, (1-33), Online publication date: 1-Dec-2013.
- Haris M and Jaffry S An object based conceptual framework for location based social networking Proceedings of the 6th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, (15-23)
- Wei H, Wang Y, Forman G and Zhu Y Map matching Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (444-447)
- Chen C, Su H, Huang Q, Zhang L and Guibas L Pathlet learning for compressing and planning trajectories Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (392-395)
- Hu Y, Ravada S, Anderson R and Bamba B Supporting topological relationship queries for complex line and collection geometries in oracle spatial Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, (94-103)
- Sun X, Yaagoub A, Trajcevski G, Scheuermann P, Chen H and Kachhwaha A P2EST Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, (47-54)
- Gotsman R and Kanza Y Compact Representation of GPS Trajectories over Vectorial Road Networks Proceedings of the 13th International Symposium on Advances in Spatial and Temporal Databases - Volume 8098, (241-258)
- Balteanu A, Jossé G and Schubert M Mining Driving Preferences in Multi-cost Networks Proceedings of the 13th International Symposium on Advances in Spatial and Temporal Databases - Volume 8098, (74-91)
- Evans M, Oliver D, Shekhar S and Harvey F Fast and exact network trajectory similarity computation Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing, (1-8)
- Cao Z, Wang S, Forestier G, Puissant A and Eick C Analyzing the composition of cities using spatial clustering Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing, (1-8)
- Tang L, Yu X, Gu Q, Han J, Leung A and La Porta T Mining lines in the sand Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining, (410-418)
- Parent C, Spaccapietra S, Renso C, Andrienko G, Andrienko N, Bogorny V, Damiani M, Gkoulalas-Divanis A, Macedo J, Pelekis N, Theodoridis Y and Yan Z (2013). Semantic trajectories modeling and analysis, ACM Computing Surveys, 45:4, (1-32), Online publication date: 1-Aug-2013.
- Tahir A, McArdle G and Bertolotto M Comparing close destination and route-based similarity metrics for the analysis of map user trajectories Proceedings of the 12th international conference on Web and Wireless Geographical Information Systems, (117-128)
- Liu X, Lu F, Zhang H and Qiu P Estimating Beijing's travel delays at intersections with floating car data Proceedings of the 5th ACM SIGSPATIAL International Workshop on Computational Transportation Science, (14-19)
- Mathew W and Martins B A comparison of first- and second-order HMMs in the task of predicting the next locations of mobile individuals Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, (73-79)
- Evans M, Oliver D, Shekhar S and Harvey F Summarizing trajectories into k-primary corridors Proceedings of the 20th International Conference on Advances in Geographic Information Systems, (454-457)
- Bao J, Zheng Y and Mokbel M Location-based and preference-aware recommendation using sparse geo-social networking data Proceedings of the 20th International Conference on Advances in Geographic Information Systems, (199-208)
- Braga R, Tahir A, Bertolotto M and Martin H A multi-layer data representation of trajectories in social networks based on points of interest Proceedings of the twelfth international workshop on Web information and data management, (19-26)
- Zhang K, Jeng W, Fofie F, Pelechrinis K and Krishnamurthy P Towards reliable spatial information in LBSNs Proceedings of the 2012 ACM Conference on Ubiquitous Computing, (950-955)
- Mathew W, Raposo R and Martins B Predicting future locations with hidden Markov models Proceedings of the 2012 ACM Conference on Ubiquitous Computing, (911-918)
- Zheng Y and Hong J The preface of the 4th International Workshop on Location-Based Social Networks Proceedings of the 2012 ACM Conference on Ubiquitous Computing, (894-896)
- Ceapa I, Smith C and Capra L Avoiding the crowds Proceedings of the ACM SIGKDD International Workshop on Urban Computing, (134-141)
- Ban X and Gruteser M Towards fine-grained urban traffic knowledge extraction using mobile sensing Proceedings of the ACM SIGKDD International Workshop on Urban Computing, (111-117)
- Wei L, Zheng Y and Peng W Constructing popular routes from uncertain trajectories Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, (195-203)
- Yuan J, Zheng Y and Xie X Discovering regions of different functions in a city using human mobility and POIs Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, (186-194)
- Pokorny F, Goldberg K and Kragic D Topological trajectory clustering with relative persistent homology 2016 IEEE International Conference on Robotics and Automation (ICRA), (16-23)
Index Terms
- Computing with Spatial Trajectories
Recommendations
Spatial pattern analysis of land cover change trajectories in Tarim Basin, northwest China
This study attempts to develop a methodology to quantify spatial patterns of land cover change using landscape metrics. First, multitemporal land cover types are derived based on a unified land cover classification scheme and from the classification of ...