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Geospatial Artificial Intelligence (GeoAI).
Oxford Bibliographies in Geography. 1-21.
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Activity Knowledge Discovery: Detecting collective and individual activities with digital footprints and open source geographic data.
Computers, Environment and Urban Systems. Volume 85, 101551, 1-14.
DOI: 10.1016/j.compenvurbsys.2020.101551 [PDF]
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State-specific Projection of COVID-19 Infection in the United States and Evaluation of Three Major Control Measures.
Scientific Reports. 10(22429), 1-9.
DOI: 10.1038/s41598-020-80044-3 [PDF]
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Urban Flood Mapping with Bi-temporal Multispectral Imagery via a Self-supervised Learning Framework.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. Volume 14, 1-16.
DOI: 10.1109/JSTARS.2020.3047677 [PDF]
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Multiscale dynamic human mobility flow dataset in the U.S. during the COVID-19 epidemic.
Scientific Data. 7(390), 1-13
DOI: 10.1038/s41597-020-00734-5 [PDF]
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A Five-Star Guide for Achieving Replicability and Reproducibility When Working with GIS Software and Algorithms.
Annals of the American Association of Geographers
DOI: 10.1080/24694452.2020.1806026 [PDF]
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Urban Air Pollution May Enhance COVID-19 Case-Fatality and Mortality Rates in the United States.
The Innovation. 1(3), 100047.
DOI: 10.1016/j.xinn.2020.100047 [PDF]
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Association of Mobile Phone Location Data Indications of Travel and Stay-at-Home Mandates With COVID-19 Infection Rates in the US.
JAMA Network Open. 3(9):e2020485.
DOI: 10.1001/jamanetworkopen.2020.20485 [PDF]
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Understanding house price appreciation using multi-source big geo-data and machine learning.
Land Use Policy.
DOI: 10.1016/j.landusepol.2020.104919 [PDF]
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Progress in computational movement analysis – towards movement data science.
International Journal of Geographical Information Science. 34(12), 2395-2400.
DOI: 10.1080/13658816.2020.1784425 [PDF]
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Machine Learning Approaches
The Geographic Information Science & Technology Body of Knowledge (2nd Quarter 2020 Edition), John P. Wilson (Ed).
DOI: 10.22224/gistbok/2020.2.5 [PDF]
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LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection.
In the Proceedings of the 11th International Conference on Geographic Information Science (GIScience 2021), No. 12; pp. 12:1–12:17
DOI: 10.4230/LIPIcs.GIScience.2021.12 [PDF]
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Mapping county-level mobility pattern changes in the United States in response to COVID-19.
SIGSPATIAL Special. 12(1), 16-26
DOI: 10.1145/3404111.3404115 [PDF]
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Digital Contact Tracing and Surveillance: Geospatial opportunities, limitations, and research directions.
ASU Spatial Analysis Research Center (SPARC) White Paper. pp 1-13.
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Calibrating the dynamic Huff model for business analysis using location big data.
Transactions in GIS, 24(3), 681-703.
DOI: 10.1111/tgis.12624 [PDF]
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Multi-objective trajectory optimization in planning for sequential activities across space and through time.
Environment and Planning B: Urban Analytics and City Science. 46(9), 1756-1768.
DOI: 10.1177/2399808320913300 [PDF]
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Uncovering inconspicuous places using social media check-ins and street view images.
Computers, Environment and Urban Systems. Volume 81, 101478, 1-14.
DOI: 10.1016/j.compenvurbsys.2020.101478 [PDF]
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Estimation of Regional Economic Development Indicator from Transportation Network Analytics.
Scientific Reports, 10, 2647, 1-15.
DOI: 10.1038/s41598-020-59505-2 [PDF]
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Investigating urban metro stations as cognitive places in cities using points of interest.
Cities. 97, 102561, 1-13.
DOI: 10.1016/j.cities.2019.102561 [PDF]
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GeoAI: Spatially Explicit Artificial Intelligence Techniques for Geographic Knowledge Discovery and Beyond.
International Journal of Geographical Information Science. 34(4), 625-636.
DOI: 10.1080/13658816.2019.1684500 [PDF]
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GeoAI at ACM SIGSPATIAL: progress, challenges, and future directions.
The ACM SIGSPATIAL Special. 11(2), 5-15.
DOI: 10.1145/3377000.3377002 [PDF]
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Exploring the effectiveness of geomasking techniques for protecting the geoprivacy of Twitter users.
Journal of Spatial Information Science. 19, 105-129.
DOI: 10.5311/JOSIS.2019.19.510 [PDF]
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Understanding Neighborhood Isolation through Spatial Interaction Network Analysis using Location Big Data.
Environment and Planning A: Economy and Space.
DOI: 10.1177/0308518X19891911 [PDF]
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Dynamic Estimation of Individual Exposure Levels to Air Pollution Using Trajectories Reconstructed from Mobile Phone Data.
International Journal of Environmental Research and Public Health. 16(22), 4522
DOI: 10.3390/ijerph16224522 [PDF]
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A Roundtable Discussion: Defining Urban Data Science.
Environment and Planning B: Urban Analytics and City Science. 46(9), 1756-1768.
DOI: 10.1177/2399808319882826 [PDF]
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Predicting the Spatiotemporal Legality of On-Street Parking Using Open Data and Machine Learning.
Annals of GIS, 25(4), Pages 299-312.
DOI: 10.1080/19475683.2019.1679882 [PDF]
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GeoAI 2019 Workshop Report.
In Proceedings of the 3rd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI’19)
ISBN: 978-1-4503-6957-2 [PDF]
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Analyzing the Gap Between Ride-hailing Location and Pick-up Location with Geographical Contexts (Best Poster).
In Proceedings of 1st ACM SIGSPATIAL International Workshop on Ride-hailing Algorithms, Applications, and Systems (RAAS’19)
DOI: 10.1145/3357140.3365493 [PDF]
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A Data-Driven Approach to Understanding and Predicting the Spatiotemporal Availability of Street Parking (Short Paper).
In Proceedings of 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems(SIGSPATIAL’19)
DOI: 10.1145/3347146.3359366 [PDF]
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Combining Design Patterns and Topic Modeling to Discover Regions That Support Particular Functionality.
ISPRS International Journal of Geo-Information, 8(9), 385;
DOI: 10.3390/ijgi8090385 [PDF]
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Modeling the Vagueness of Areal Geographic Objects: A Categorization System.
ISPRS International Journal of Geo-Information, 8(7), 306;
DOI: 10.3390/ijgi8070306 [PDF]
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Reconstruction of human movement trajectories from large-scale low-frequency mobile phone data.
Computers, Environment and Urban Systems. Volume 77: 101346
DOI: 10.1016/j.compenvurbsys.2019.101346 [PDF]
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Transferring Multiscale Map Styles Using Generative Adversarial Networks.
International Journal of Cartography. Volume 5, Issue 2-3: Pages 115-141.
DOI: 10.1080/23729333.2019.1615729 [PDF]
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Extracting Human Emotions at Different Places Based on Facial Expressions and Spatial Clustering Analysis.
Transactions in GIS, 23(3), 450–480.
DOI: 10.1111/tgis.12552 [PDF]
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Exploring the uncertainty of activity zone detection using digital footprints with multi-scaled DBSCAN.
International Journal of Geographical Information Science, 33(6), 1196-1223.
DOI: 10.1080/13658816.2018.1563301 [PDF]
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Identifying spatial interaction patterns of vehicle movements on urban road networks by topic modelling.
Computers, Environment and Urban Systems, 74, 50-61.
DOI: 10.1016/j.compenvurbsys.2018.12.001 [PDF]
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A Provenance-Based Model for Facilitating Replicability and Reproducibility in Spatial Analysis.
In 2019 ASU SPARC Workshop on Replicability and Reproducibility in Geospatial Research.
[PDF]
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Using Semantic Signatures for Social Sensing in Urban Environments.
In Constantinos Antoniou, Loukas Dimitriou, Francisco Pereira (Eds). Mobility Patterns, Big Data and Transport Analytics. Elsevier, pp. 31-54
DOI: 10.1016/B978-0-12-812970-8.00003-8 [PDF]
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Cities as Spatial and Social Networks: Towards a Spatio-Socio-Semantic Analysis Framework.
In Xinyue Ye & Xingjian Liu (Eds): Cities as Spatial and Social Networks, pp. 21-37. Springer, Cham, 2019.
DOI: 10.1007/978-3-319-95351-9_3 [PDF]
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From Points, Lines and Polygons in GIS to Place-Based Representations Reflecting Language and Culture.
ISPRS International Journal of Geo-Information, 7(11), 452;
DOI: 10.3390/ijgi7110452 [PDF]
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Optimizing Bus Stop Spacing Using the Simulated Annealing Algorithm with Spatial Interaction Coverage Model.
In Proceedings of the 11th ACM SIGSPATIAL International Workshop on Computational Transportation Science
DOI: 10.1145/3283207.3283212 [PDF]
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Utilizing Reverse Viewshed Analysis in Image Geo-Localization.
In Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Recommendations for Location-based Services and Social Networks (LocalRec 2018).
DOI: 10.1145/3282825.3282828 [PDF]
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Collections of Points of Interest: How to Name Them and Why it Matters.
In Proceedings of Spatial big data and machine learning in GIScience Workshop’18, August 28-31, 2018, Melbourne, Australia.
DOI: 10.4230/LIPIcs.GIScience.2018.X [PDF]
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Location-Based Services
The Geographic Information Science & Technology Body of Knowledge (1st Quarter 2018 Edition), John P. Wilson (Ed).
DOI: 10.22224/gistbok/2018.1.14 [PDF]
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A context-based geoprocessing framework for optimizing meetup location of multiple moving objects along road networks.
International Journal of Geographical Information Science, 32(7), Pages 1368-1390.
DOI: 10.1080/13658816.2018.1431838 [PDF]
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Spatio-Temporal-Network Visualization for Exploring Human Movements and Interactions in Physical and Virtual Spaces.
In Shih-Lung Shaw and Daniel Sui (Eds): Human Dynamics Research in Smart and Connected Communities (Chapter 4). pp. 67-80, Springer.
DOI: 10.1007/978-3-319-73247-3_4 [PDF]
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ADCN: An anisotropic density-based clustering algorithm for discovering spatial point patterns with noise.
Transactions in GIS, 22 (1), 348-369.
DOI: 10.1111/tgis.12313 [PDF]
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Mobile GIS and Location-Based Services
In Bo Huang, Thomas J. Cova, and Ming-Hsiang Tsou et al.(Eds): Comprehensive Geographic Information Systems, 384-397
DOI: 10.1016/B978-0-12-409548-9.09710-4 [PDF]
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From ITDL to Place2Vec: Reasoning about place type similarity and relatedness by learning embeddings from augmented spatial contexts.
In Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, p. 35. ACM, 2017.
DOI: 10.1145/3139958.3140054 [PDF]
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Road2vec: Measuring traffic interactions in urban road system from massive travel routes.
ISPRS International Journal of Geo-Information, 6(11), 321;
DOI:10.3390.ijgi6110321 [PDF]
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Big Geo-Data.
Encyclopedia of Big Data. L.A. Schintler, C.L. McNeely (eds.)
DOI:10.1007/978-3-319-32001-4_492-1 [PDF]
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Extracting urban functional regions from points of interest and human activities on location‐based social networks.
Transactions in GIS, 21 (13), 446-467.
DOI: 10.1111/tgis.12289 [PDF]
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A data-synthesis-driven method for detecting and extracting vague cognitive regions.
International Journal of Geographical Information Science, 31(6), Pages 1245-1271.
DOI: 10.1080/13658816.2016.1273357 [PDF]
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Constructing gazetteers from volunteered big geo-data based on Hadoop.
Computers, Environment and Urban Systems, 61, 172-186.
DOI: 10.1016/j.compenvurbsys.2014.02.004 [PDF]
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Uncovering the digital divide and the physical divide in Senegal using mobile phone data.
In Daniel A. Griffith, Yongwan Chun, Denis J. Dean.(Eds): Advances in Geocomputation, 143-151, Springer, Cham.
DOI: 10.1007/978-3-319-22786-3_14 [PDF]
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