Transactions in GIS

Article	Citations
Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting	145
NeuroTPR: A neuro‐net toponym recognition model for extracting locations from social media messages	49
LiDAR point cloud and ICESat‐2 evaluation of 1 second global digital elevation models: Copernicus wins	49
A review of GIS methodologies to analyze the dynamics of COVID‐19 in the second half of 2020	45
Spatially explicit models for exploring COVID‐19 lockdown strategies	41
Evaluating healthcare resource inequality in Beijing, China based on an improved spatial accessibility measurement	39
Recognizing urban functional zones by a hierarchical fusion method considering landscape features and human activities	29
Forest fire susceptibility modeling using hybrid approaches	29
Using a system of equations to assess the determinants of the walking behavior of older adults	28
SE‐KGE: A location‐aware Knowledge Graph Embedding model for Geographic Question Answering and Spatial Semantic Lifting	28
OpenStreetMap quality assessment using unsupervised machine learning methods	23
Calibrating the dynamic Huff model for business analysis using location big data	23
Analysis of spatiotemporal mobility of shared‐bike usage during COVID‐19 pandemic in Beijing	21
Mask R‐CNN‐based building extraction from VHR satellite data in operational humanitarian action: An example related to Covid‐19 response in Khartoum, Sudan	20
Analysis of urban agglomeration structure through spatial network and mobile phone data	20
Network optimization approach to delineating health care service areas: Spatially constrained Louvain and Leiden algorithms	20
Object‐based large‐scale terrain classification combined with segmentation optimization and terrain features: A case study in China	19
A graph convolutional network model for evaluating potential congestion spots based on local urban built environments	19
A survey of road feature extraction methods from raster maps	18
Comparing the space‐time patterns of high‐risk areas in different waves of COVID‐19 in Hong Kong	18
Reference study of CityGML software support: The GeoBIM benchmark 2019—Part II	17
The right tools for the job: The case for spatial science tool‐building	17
CityJSON in QGIS: Development of an open‐source plugin	17
A complex junction recognition method based on GoogLeNet model	17
Mining spatial patterns of food culture in China using restaurant POI data	16

Automatic filtering and 2D modeling of airborne laser scanning building point cloud	16
Improving OpenStreetMap missing building detection using few‐shot transfer learning in sub‐Saharan Africa	15
Spatially oriented convolutional neural network for spatial relation extraction from natural language texts	15
A privacy‐preserving framework for location recommendation using decentralized collaborative machine learning	15
Swarm‐based optimizer for convolutional neural network: An application for flood susceptibility mapping	14
Analyzing the effects of stochastic perturbation and fuzzy distance transformation on Wuhan urban growth simulation	13
Investigations of disaster information representation from a geospatial perspective: Progress, challenges and recommendations	13
ChineseTR: A weakly supervised toponym recognition architecture based on automatic training data generator and deep neural network	13
Segregation or integration? Exploring activity disparities between migrants and settled urban residents using human mobility data	13
Highlighting recent trends in open source geospatial science and software	13
Symbolic and subsymbolic GeoAI: Geospatial knowledge graphs and spatially explicit machine learning	12
Data‐driven polyline simplification using a stacked autoencoder‐based deep neural network	12
An urban growth simulation model based on integration of local weights and decision risk values	12
Incorporating spatial autocorrelation into house sale price prediction using random forest model	12
GIScience and neighborhood change: Toward an understanding of processes of change	12
Simulating multi‐exit evacuation using deep reinforcement learning	11
A universal parallel scheduling approach to polyline and polygon vector data buffer analysis on conventional GIS platforms	11
A multilayer mobility network approach to inferring urban structures using shared mobility and taxi data	11
Regional variations of context‐based association rules in OpenStreetMap	11
Unraveling the relationship between geomorphodiversity and sediment connectivity in a small alpine catchment	11
“GIS works!”—But why, how, and for whom? Findings from a systematic review	11
Reference study of IFC software support: The GeoBIM benchmark 2019—Part I	10
Road intersection identification from crowdsourced big trace data using Mask‐RCNN	10
A place for place: Modelling and analysing platial representations	10
Terraces mapping by using deep learning approach from remote sensing images and digital elevation models	10
Mining crowdsourced trajectory and geo‐tagged data for spatial‐semantic road map construction	10
Tourism land use simulation for regional tourism planning using POIs and cellular automata	10
How urban places are visited by social groups? Evidence from matrix factorization on mobile phone data	10
Acceptance of open source geospatial software: Assessing QGIS in South Africa with the UTAUT2 model	10
Loose programming of GIS workflows with geo‐analytical concepts	10
Design and development of a web‐based interactive twin platform for watershed management	10
Exploring the spatial disparity of home‐dwelling time patterns in the USA during the COVID‐19 pandemic via Bayesian inference	9
Local motion simulation using deep reinforcement learning	9
An analysis of the spatial and temporal distribution of large‐scale data production events in OpenStreetMap	9
The US COVID Atlas: A dynamic cyberinfrastructure surveillance system for interactive exploration of the pandemic	9
Mapping areas of asynchronous‐temporal interaction in animal‐telemetry data	9
A high‐efficiency global model of optimization design of impervious surfaces for alleviating urban waterlogging in urban renewal	9
azul: A fast and efficient 3D city model viewer for macOS	9
Robust and fast reconstruction of complex roofs with active sampling from 3D point clouds	9
Comparison on two case‐based reasoning strategies of automatically selecting terrain covariates for digital soil mapping	9
Modeling urban regions: Comparing random forest and support vector machines for cellular automata	9
Utility of collaborative GIS for maritime spatial planning: Design and evaluation of Baltic Explorer	9
Inference method for cultural diffusion patterns using a field model	9
The challenges of integrating explainable artificial intelligence into GeoAI	8
Spatial modeling of migration using GIS‐based multi‐criteria decision analysis: A case study of Iran	8
Address points of landmarks and paratransit services as a credible reference database for geocoding	8
Extracting invariant characteristics of sketch maps: Towards place query‐by‐sketch	8
Urban spatial epidemic simulation model: A case study of the second COVID‐19 outbreak in Beijing, China	8
Improving trajectory estimation using 3D city models and kinematic point clouds	8
Agricultural land partitioning model based on irrigation efficiency using a multi‐objective artificial bee colony algorithm	8

Ubiquitous geographic information in the emergent Metaverse	8
Integrating a deep forest algorithm with vector‐based cellular automata for urban land change simulation	8
From consistency to flexibility: A simplified database schema for the management of CityJSON 3D city models	8
Designing AfriCultuReS services to support food security in Africa	8
Necropolis of Palazzone in Perugia: Geomatic data integration for 3D modeling and geomorphology of underground sites	7
PrivyTo: A privacy‐preserving location‐sharing platform	7
Room semantics inference using random forest and relational graph convolutional networks: A case study of research building	7
Automatic content‐based georeferencing of historical topographic maps	7
Incorporating spatial information in machine learning: The Moran eigenvector spatial filter approach	7
A comparison of proximity and accessibility drivers in simulating dynamic urban growth	7
Evaluating the effectiveness and efficiency of risk communication for maps depicting the hazard of COVID‐19	7
Semantic‐based urban growth prediction	7
Flood susceptibility assessment using hybrid machine learning and remote sensing in Quang Tri province, Vietnam	7
Web‐based real‐time visualization of large‐scale weather radar data using 3D tiles	7
Comparison of versioning methods to improve the information flow in the planning and building processes	7
Suitability assessment of global, continental and national digital elevation models for geomorphological analyses in Italy	7
Geomorphometric analysis of the natural and anthropogenic seascape of Naples (Italy): A high‐resolution morpho‐bathymetric survey	7
Trajectory similarity measurement: An enhanced maximal travel match method	7
Optimal interpolation method to predict the bathymetry of Saldanha Bay	7
Corporate editors in OpenStreetMap: Investigating co‐editing patterns	7
Applications of geospatial big data in the Internet of Things	7
User experiences of using a spatial analysis tool in collaborative GIS for maritime spatial planning	6
Machine‐learning prediction models for pedestrian traffic flow levels: Towards optimizing walking routes for blind pedestrians	6
3D building model simplification method considering both model mesh and building structure	6
A points of interest matching method using a multivariate weighting function with gradient descent optimization	6
A collaborative GIS programming course using GitHub Classroom	6
A convolutional neural network approach to predict non‐permissive environments from moderate‐resolution imagery	6
An investigation into longitudinal forms of gullies within the “Grand Canyon” of Bengal, Eastern India	6
Ranking of VGI contributor reputation using an evaluation‐based weighted pagerank	6
Automated labeling of schematic maps by optimization with knowledge acquired from existing maps	6
Advances in techniques to formulate the watertight concept for cadastre	6
A modular graph transformation rule set for IFC‐to‐CityGML conversion	6
Validation of flood risk maps using open source optical and radar satellite imagery	6
Prediction of tourist flow based on multi‐source traffic data in scenic spot	6
Geospatial socio‐economic/demographic data: The existence of spatial autocorrelation mixtures in georeferenced data—Part I	6
A new model combining building block displacement and building block area reduction for resolving spatial conflicts	6
Geoscience Knowledge Graph (GeoKG): Development, construction and challenges	6
A classification technique for local multivariate clusters and outliers of spatial association	6
Integrating multimedia documents and time‐evolving 3D city models for web visualization and navigation	5
Slope, aspect, and hillshade algorithms for non‐square digital elevation models	5
A hierarchical indoor and outdoor model for semantic trajectories	5
Pattern‐based calibration of cellular automata by genetic algorithm and Shannon relative entropy	5
Measuring rural access for SDG 9.1.1	5
Understanding and predicting the spatio‐temporal spread of COVID‐19 via integrating diffusive graph embedding and compartmental models	5
A gaze‐based interaction method for large‐scale and large‐space disaster scenes within mobile virtual reality	5
Creating open source composite geocoders: Pitfalls and opportunities	5
Behavior‐based POI recommendation for small groups in location‐based social networks	5
A scoping review on the use, processing and fusion of geographic data in virtual assistants	5
Contour line simplification method based on the two‐level Bellman–Ford algorithm	5
Complementing the European earth observation and geographic information body of knowledge with a business‐oriented perspective	5
Positional error modeling of sky‐view factor measurements within urban street canyons	5
A web text mining approach for the evaluation of regional characteristics at the town level	5
Computing geographical access to services: The design of a client–server solution that incorporates multiple transport modes	5
Building function classification in Nanjing, China, using deep learning	5
Polygonal simplification and its use in DEM generalization for land surface segmentation	5
Flood risk map from hydrological and mobility data: A case study in São Paulo (Brazil)	5
Putting humans back in the loop of machine learning in Canadian smart cities	5
Revealing temporal stay patterns in human mobility using large‐scale mobile phone location data	5
GeoNat v1.0: A dataset for natural feature mapping with artificial intelligence and supervised learning	5
Modeling the geospatial dynamics of residential segregation in three Canadian cities: An agent‐based approach	5
Operationalizing places in GIScience: A review	5
Advancing the historical geography of late Ottoman and British Mandate Palestine using GIScience: A review	5
Spatial social networks for the humanities: A visualization and analytical model	5
Area and volume computation of longitude–latitude grids and three‐dimensional meshes	5
Multisource spatial data integration for use cases applications	5
A dual spatial clustering method in the presence of heterogeneity and noise	4
On the spatiotemporal generalization of machine learning and ensemble models for simulating built‐up land expansion	4
A statistical method for analyzing agglomeration zones of co‐location between diverse facilities on a street network	4
Multi‐camera video synopsis of a geographic scene based on optimal virtual viewpoint	4
Cyberinfrastructure and intelligent spatial decision support systems	4
Analysis of passenger flow characteristics and their relationship with surrounding urban functional landscape pattern	4
Spatio‐temporal patterns of malaria incidence in Rwanda	4
An improved method for urban Walk Score calculation considering perception of the street environment	4
Dynamic spatio‐temporal flow modeling with raster DEMs	4
Are spatial patterns of Covid‐19 changing? Spatiotemporal analysis over four waves in the region of Cantabria, Spain	4
An iterative approach based on contextual information for matching multi‐scale polygonal object datasets	4
Visualizing spatiotemporal patterns of city service demand through a space‐time exploratory approach	4
Assessing the positional accuracy of perceptual landscape data: A study from Friuli Venezia Giulia, Italy	4
Discovering transition patterns among OpenStreetMap feature classes based on the Louvain method	4
From spatial data to spatial knowledge infrastructure: A proposed architecture	4

Consistency grammar for 3D indoor model checking	4
Many‐objective land use planning using a hypercube‐based NSGA‐III algorithm	4
Open‐source tools for the measurement of socio‐spatial segregation in activity spaces	4
Multimodal travel‐time maps with formally correct and schematic isochrones	4
Visual supervision of large‐scope heat source factories based on knowledge graph	4
Towards the Internet of Water: Using graph databases for hydrological analysis on the Flemish river system	4
A new method for automatic and accurate coded target recognition in oblique images to improve augmented reality precision	4
Spatiotemporal retrieval of dynamic video object trajectories in geographical scenes	4
There is no way! Ternary qualitative spatial reasoning for error detection in map data	4
A hierarchical spatial unit partitioning approach for fine‐grained urban functional region identification	4
Fluvial inverse modeling for inferring the timing of Quaternary uplift in the Simbruini range (Central Apennines, Italy)	4
Navigation network derivation for QR code‐based indoor pedestrian path planning	4
Quickly locating POIs in large datasets from descriptions based on improved address matching and compact qualitative representations	4
Personalized landmark adaptive visualization method for pedestrian navigation maps: Considering user familiarity	4
Geospatial socio‐economic/demographic data: The existence of spatial autocorrelation mixtures in georeferenced data—Part II	4
Comparison of digital elevation models through the analysis of geomorphic surface remnants in the Desatoya Mountains, Nevada	4
Identification and analysis of urban influential regions using spatial interaction networks	4
Ecological indicators from spatial statistics to describe the Atlantic fangtooth moray distribution in the Mediterranean Sea	4
The spatial and temporal dynamics of voter preference determinants in four U.S. presidential elections (2008–2020)	4
Pattern recognition and correction method for skeleton lines at small patch boundaries	4
Towards a holistic framework for delivering quality GIS education within and across disciplines	4
Analyzing accessibility to fire stations: A floating catchment area model for stochastic transportation networks with travel time correlation	3
Street‐level traffic flow and context sensing analysis through semantic integration of multisource geospatial data	3
A deep learning method for creating globally applicable population estimates from sentinel data	3
A deep trajectory clustering method based on sequence‐to‐sequence autoencoder model	3
Harnessing spatio‐temporal patterns in data for nominal attribute imputation	3
Explainable artificial intelligence in the spatial domain (X‐GeoAI)	3
A comparison of network model creation algorithms based on the quality of wayfinding results	3
A geographically partitioned cellular automata model for the expansion of residential areas	3
Inter‐city association pattern recognition by constructing cultural semantic similarity network	3
DeepSSN: A deep convolutional neural network to assess spatial scene similarity	3
FLCSS: A fuzzy‐based longest common subsequence method for uncertainty management in trajectory similarity measures	3
Sketch maps for searching in spatial data	3
Spatial autocorrelation mixtures in geospatial disease data: An important global epidemiologic/public health assessment ingredient?	3
A comparative assessment of machine learning methods in extracting place functionality from textual content	3
A family of models in support of realistic drug interdiction location decision‐making	3
Pre‐dam valley reconstruction based on archival spatial data sources: Methods, accuracy, and 3D printing possibilities	3
Conflating linear features using turning function distance: A new orientation‐sensitive similarity measure	3
An improved optimization model for crowd evacuation considering individual exit choice preference	3
Spatio‐temporal neural network for taxi demand prediction using multisource urban data	3
A multilevel stratified spatial sampling approach based on terrain knowledge for the quality assessment of OpenStreetMap dataset in Hong Kong	3
Travel mode classification based on GNSS trajectories and open geospatial data	3
Recurrent origin–destination network for exploration of human periodic collective dynamics	3
Temporal analysis of desertification vulnerability in Northeast Brazil using Google Earth Engine	3
Solving location‐allocation problems with professional optimization software	3
fusionImage: An R package for pan‐sharpening images in open source software	3
Models of cultural heritage buildings in a procedurally generated geospatial environment	3
Recognition of crevasses with high‐resolution digital elevation models: Application of geomorphometric modeling and texture analysis	3
Emerging topics in 3D GIS	3
Traffic volume prediction for scenic spots based on multi‐source and heterogeneous data	3
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A spatially aware method for mapping movement‐based and place‐based regions from spatial flow networks	3
Volunteer reputation determination in crowdsourcing projects using latent class analysis	3
The administration of academic GIS certificates: A survey of program coordinators	3
A comparison of obfuscation methods used for privacy protection: Exploring the challenges of polygon data in agricultural research	3
Integrating GIS and location modeling: A relational approach	3
GeoAI in the US Geological Survey for topographic mapping	3
A cross‐linguistic study of spatial location descriptions in New Zealand English and Brazilian Portuguese natural language	3
Mining sequential activity–travel patterns for individual‐level human activity prediction using Bayesian networks	3
Analyzing the association between emotions and socioeconomic characteristics of census tracts via user‐generated content	3
GIS.LSP: A soft computing logic method and tool for geospatial suitability analysis	3
Evaluative image 2.0: A web mapping approach to capture people’s perceptions of a city	3
Sample size and spatial configuration of volunteered geographic information affect effectiveness of spatial bias mitigation	3
Spatial analysis of soil erosion sensitivity using the Revised Universal Soil Loss Equation model in Nyamasheke District, Western Province of Rwanda	3
Parcel‐level evaluation of urban land use efficiency based on multisource spatiotemporal data: A case study of Ningbo City, China	3
University students' perspectives on emergency online GIS learning amid the Covid‐19 pandemic	3
Reconstructing spatial information diffusion networks with heterogeneous agents and text contents	3
Deep learning fusion of satellite and social information to estimate human migratory flows	3
Point‐of‐interest detection from Weibo data for map updating	3
Exploring the construction and application of spatial scene knowledge graphs considering topological relations	3
Understanding the correlation between destination distribution and urban built environment from taxi GPS data	2
Physically based morphostructural land surface segmentation: Case of the Alps and Western Carpathians	2
Length L‐function for network‐constrained point data	2
PyCLiPSM: Harnessing heterogeneous computing resources on CPUs and GPUs for accelerated digital soil mapping	2
Understanding China's resumption of work and production during the critical period of COVlD‐19 based on multi‐source data	2
gsstSIM: A high‐performance and synchronized similarity analysis method of spatiotemporal trajectory based on grid model representation	2
Travel time errors caused by geomasking might be different between transportation modes and types of urban area	2
Madograms help to quantify mountain frontal zones—An approach towards comparative spatial analysis of complex landforms	2
Integrating drones, participatory mapping and GIS to enhance resiliency for remote villages	2
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The max‐p‐compact‐regions problem	2
Clustering with implicit constraints: A novel approach to housing market segmentation	2
NeuroSPE: A neuro‐net spatial relation extractor for natural language text fusing gazetteers and pretrained models	2
Geographic information system data considerations in the context of the enhanced bathtub model for coastal inundation	2
Modelling underground cadastral survey data in CityGML	2
A multi‐scale partitioning and aggregation method for large volumes of buildings considering road networks association constraints	2
Analyzing relationship between user‐generated content and local visual information with augmented reality‐based location‐based social networks	2
Human perception evaluation system for urban streetscapes based on computer vision algorithms with attention mechanisms	2
Land suitability mapping using GIS‐based ANP for residential zoning: Case research from central Iran	2
A novel semantic recognition framework of urban functional zones supporting urban land structure analytics based on open‐source data	2
Integrating GRASS GIS and Jupyter Notebooks to facilitate advanced geospatial modeling education	2
Exploring the spatiotemporal relationships between search flows and travel flows	2
Development of sustainable wetland management strategies by using the analytical hierarchy process and web‐based GIS: A case study from Turkey	2
Building fuzzy areal geographical objects from point sets	2
Identification of drainage patterns using a graph convolutional neural network	2