International Journal of Geographical Information Science

Papers
(The median citation count of International Journal of Geographical Information Science is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-07-01 to 2025-07-01.)
ArticleCitations
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks99
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)79
Incorporating multimodal context information into traffic speed forecasting through graph deep learning59
Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network55
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks46
A probabilistic framework with the gradient-based method for multi-objective land use optimization44
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles42
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability42
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network39
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation39
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task38
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients37
A linearization for stable and fast geographically weighted Poisson regression35
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions35
Children’s walking to urban services: an analysis of pedestrian access to social infrastructures and its relationship with land use33
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment33
A novel approach for cluster detection in trajectory data with low cluster-to-noise density ratio33
Fine-grained geographic named entity recognition with few-shot learning33
A mobile phone-based multilevel localization framework for field scenes31
MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization31
Context-aware movement analysis in ecology: a systematic review31
Discovering source areas of disease outbreaks based on ring-shaped hotspot detection in road network space30
A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data30
HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network30
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness28
Simplification of contour lines, based on axial splines, with high-quality results27
Efficient matrix algebra encoding for urban solar irradiation simulation: fine-grid ground-level estimation with vector data27
Decision making under uncertainty: increasing the impact of public Participatory GIS26
Statistical tests for the local spatial variance26
Exploring geospatial digital twins: a novel panorama-based method with enhanced representation of virtual geographic scenes in Virtual Reality (VR)25
An explainable spatial interpolation method considering spatial stratified heterogeneity25
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation24
Online map-matching assisted by object-based classification of driving scenario23
Simulation of urban perforation after random vacant plot generation: application of the thinning point process23
Vision-HD: road change detection and registration using images and high-definition maps22
Filling gaps of cartographic polylines by using an encoder–decoder model22
Lane extraction from trajectories at road intersections based on Graph Transformer Network22
Automatic measurement of building setbacks and streetscape widths and their spatial variability along streets and in plots: integration of streetscape skeletons and plot geometry21
Trend surface analysis of geographic flows21
Developing an integrated approach to validate 3D ownership spaces in complex multistorey buildings21
A backfitting maximum likelihood estimator for hierarchical and geographically weighted regression modelling, with a case study of house prices in Beijing21
Dynamic mode decomposition and short-time prediction of PM 2.5 using the graph Neural Koopman network20
Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model20
Enhancing drive-by sensing power in urban hotspots through multi-objective vehicle selection optimization19
A topography-aware approach to the automatic generation of urban road networks18
Efficient cell navigation methods and applications of an aperture 4 hexagonal discrete global grid system18
A matrix factorization model with local and global consistency for flow prediction in bike-sharing systems18
On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions18
A reinforcement learning-based routing algorithm for large street networks18
Exploring the vertical dimension of street view image based on deep learning: a case study on lowest floor elevation estimation18
Integrating hydrological knowledge into deep learning for DEM super-resolution16
Using vertices of a triangular irregular network to calculate slope and aspect16
SEMINT: an LLM-empowered long-term vessel trajectory prediction framework16
Enhanced scan statistic with tightened window for detecting irregularly shaped hotspots16
Polycenter: fast and precise polygon center identification for GIS and beyond16
Uncertainty analysis of geodata derived from digital map processing15
A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation15
Fractal evolution of urban street networks in form and structure: a case study of Hong Kong15
Addressing the fixed effects in gravity model based on higher-order origin-destination pairs15
Discovering co-location patterns in multivariate spatial flow data14
Efficient inference of large-scale air quality using a lightweight ensemble predictor14
An entity alignment approach coupling NGBoost and SHAP for constructing spatio-temporal evolution knowledge graph from historical atlases14
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services14
A hexagon-based method for polygon generalization using morphological operators14
Geospatiality: the effect of topics on the presence of geolocation in English text data14
Integration of Internet search data to predict tourism trends using spatial-temporal XGBoost composite model14
Extracting geographic relations from large social media text data14
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling13
Analytically articulating the effect of buffer size on urban green space exposure measures13
Alleviating the resolution limit problem in spatial community detection: a local network structure-based method13
Scheduling distributed multiway spatial join queries: optimization models and algorithms13
A cost-effective algorithm for calibrating multiscale geographically weighted regression models13
STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity13
Visit probability and accessibility within space–time prism of activity program12
Foundation models for geospatial reasoning: assessing the capabilities of large language models in understanding geometries and topological spatial relations12
Deconstructing rurality to better “place” health data12
Exploring the integration of auxiliary modal information from remote sensing images for DEM super-resolution12
Unsupervised domain adaptation for cross-style, cross-year land use understanding from historical maps12
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics12
A structural catalogue of the settlement morphology in refugee and IDP camps11
An evaluation of geo-located Twitter data for measuring human migration11
Measuring accessibility of hierarchical healthcare facilities from the spatio-sentimental perspective10
Global GNSS PDOP calculation method based on hexagonal discrete grid10
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features10
Multiscale cooperative optimization in multiscale geographically weighted regression models10
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance10
How good is TanDEM-X 50 m forest/non-forest map? Product validation using temporally corrected geo-browser supplied imagery through Collect Earth10
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system10
A narrative analysis of the 2SFCA and i2SFCA methods10
Estimating urban noise along road network from street view imagery10
Micromobility systems and disease transmission: a spatially explicit agent-based approach10
HiPerMovelets: high-performance movelet extraction for trajectory classification9
Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester9
A novel aggregation strategy for producing population density surfaces using poll tax data: the case of Vyborg in 18809
GeoAI in urban analytics9
MapReader: a framework for learning a visual language model for map analysis9
Identifying dynamic functions of urban areas with a multi-temporal collaborative graph neural network model9
Deriving map images of generalised mountain roads with generative adversarial networks9
Automatic sketch map creation from labeled planar graph9
Observing the dynamic community structure of urban travel networks based on navigation data9
On the local modeling of count data: multiscale geographically weighted Poisson regression8
A Siamese neural network for learning the similarity metrics of linear features8
An efficient and precise multi-candidate viewpoint filtering algorithm for terrain viewshed selection8
GANmapper: geographical data translation8
GALLOC: a GeoAnnotator for Labeling LOCation descriptions from disaster-related text messages8
Urban-EPR: a universal model for simulating individual human mobility within intra-urban areas8
Detecting synthetic population bias using a spatially-oriented framework and independent validation data8
The fewer predefined parameters, the better? A comparative analysis of urban delineation methods using building footprint data in the Netherlands8
Urban traffic flow prediction: a dynamic temporal graph network considering missing values8
Enhancing the accessibility of regionalization techniques through large language models: a case study in conversational agent guidance8
Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models8
Fuzzy Bayesian inference for mapping vague and place-based regions: a case study of sectarian territory8
Density-based clustering for bivariate-flow data7
mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures7
Enhancing urban resilience to extreme weather: the roles of human transition paths among multiple transportation modes7
An embedding-based text classification approach for understanding micro-geographic housing dynamics7
Adding attention to the neural ordinary differential equation for spatio-temporal prediction7
Hexagon-based adaptive hierarchies for efficient point-in-spherical-polygon tests on GPUs7
A deep learning architecture for aligning cross-domain geographic knowledge graph7
DKNN: deep kriging neural network for interpretable geospatial interpolation7
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images7
A general characterisation of space-time prisms with spatial anchor uncertainty7
GeOT: a spatially explicit framework for evaluating spatio-temporal predictions7
DCAI-CLUD: a data-centric framework for the construction of land-use datasets7
Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing7
Stakeholder interpretation of probabilistic representations of uncertainty in spatial information: an example on the nutritional quality of staple crops6
Qualitative spatial reasoning with uncertain evidence using Markov logic networks6
Detecting interchanges in road networks using a graph convolutional network approach6
Modeling vague spatiotemporal objects based on interval type-2 fuzzy sets6
A methodology to Geographic Cellular Automata model accounting for spatial heterogeneity and adaptive neighborhoods6
Computation of the distance between a polygon and a point in spatial analysis6
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers6
Spatial association measures for time series with fixed spatial locations6
Multi-nomenclature, multi-resolution joint translation: an application to land-cover mapping6
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework6
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis6
Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm6
Assessing OSM building completeness using population data6
Identification of enclaves and exclaves by computation based on point-set topology6
On the calibration of multiscale geographically and temporally weighted regression models5
A machine learning based approach for generating point sketch maps from qualitative directional information5
Gradient-based optimization for multi-scale geographically weighted regression5
Estimating door-to-door travel time using a synthetic population enriched with smart card data5
An unsupervised framework for extracting multilane roads from OpenStreetMap5
3D building metrics for urban morphology5
Topological data analysis for geographical information science using persistent homology5
An empirical study of the limitations of minimum bounding boxes for defining the extent of geospatial resources: the use of DGGS and other alternatives for improving the performance of spatial searche5
Simulating human mobility with a trajectory generation framework based on diffusion model5
Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data5
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI5
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes5
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data5
A multi-source spatio-temporal data cube for large-scale geospatial analysis5
Visualising post-disaster damage on maps: a user study5
Towards a training data model for artificial intelligence in earth observation5
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes5
A method for identifying urban road intersections considering the merging of parallel lanes5
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks5
Assessing the suitability of urban-oriented land cover products for mapping rural settlements5
Visual attention-guided augmented representation of geographic scenes: a case of bridge stress visualization5
Geographical and linguistic perspectives on developing geoparsers with generic resources5
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies5
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities4
Spatial prediction of groundwater level change based on the Third Law of Geography4
GazPNE: annotation-free deep learning for place name extraction from microblogs leveraging gazetteer and synthetic data by rules4
A classification scheme for static origin–destination data visualizations4
Beyond the frame: evaluating panoramic vs. perspective images for assessing place perception4
Simplifying complex landmark models with holes for 3D maps: a topological perception-based approach4
Discovery of statistically significant regional co-location patterns on urban road networks4
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures4
Graph based embedding learning of trajectory data for transportation mode recognition by fusing sequence and dependency relations4
Spatially thinned bootstrap and random toroidal shift methods for correct estimation of P-values of maps similarity4
How information propagation in hybrid spaces affects decision-making: using ABM to simulate Covid-19 vaccine uptake4
Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception4
Leverage and Cook distance in regression with geostatistical data: methodology, simulation, and applications related to geographical information4
A tensor-based approach to unify organization and operation of data for irregular spatio-temporal fields4
Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges4
Estimating urban functional distributions with semantics preserved POI embedding4
Improving locational decision making: a heuristic that optimizes access and coverage4
A call to interpret disagreement components during classification assessment4
Enhanced least-cost path analysis for infrastructure planning: achieving a comprehensive search space with civil engineering structures4
Integrating terrain structure characteristics into generative adversarial nets for hillshade generation4
Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME)4
Gender-based violence enabled by location technologies4
Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data4
Automated optimizing method for map labeling of buildings from remote sensing images4
A causal analysis of environmental familiarity on navigation information needs4
Cost distances and least cost paths respond differently to cost scenario variations: a sensitivity analysis of ecological connectivity modeling3
Building pattern recognition by using an edge-attention multi-head graph convolutional network3
Street view imagery-based built environment auditing tools: a systematic review3
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid3
Space-time tree: a spatiotemporal construct for efficient similarity matrix calculations among network-constrained trajectories3
Probabilistic qualitative spatial reasoning with applications to GeoQA3
Stochastic gradient geographical weighted regression (sgGWR): scalable bandwidth optimization for geographically weighted regression3
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories3
A tensor decomposition method based on embedded geographic meta-knowledge for urban traffic flow imputation3
The Openshaw effect3
Multipurpose temporal GIS model for cadastral data management3
Matching the building footprints of different vector spatial datasets at a similar scale based on one-class support vector machines3
A fast modeling method for augmented reality dynamic scenes with spatio-temporal semantic constraints3
A geometry-aware attention network for semantic segmentation of MLS point clouds3
Decoding wayfinding: analyzing wayfinding processes in the outdoor environment3
Exploring multi-modal evacuation strategies for a landlocked population using large-scale agent-based simulations3
A multiscale measure of spatial dependence based on a discrete Fourier transform3
Familiarity-dependent computational modelling of indoor landmark selection for route communication: a ranking approach3
Correction3
Spatial hotspot detection in the presence of global spatial autocorrelation3
Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories3
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections3
Collective flow-evolutionary patterns reveal the mesoscopic structure between snapshots of spatial network3
Capturing dynamic navigable space: an interactive semantic model to expand functional space for 3D indoor navigation3
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge3
Geographically weighted regression based on a network weight matrix: a case study using urbanization driving force data in China3
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features3
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome3
Service coverage optimization for facility location: considering line-of-sight coverage in continuous demand space3
An integrated process-based framework for flood phase segmentation and assessment3
Spatiotemporal Flow L-function: a new method for identifying spatiotemporal clusters in geographical flow data3
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics3
BTS: a binary tree sampling strategy for object identification based on deep learning3
Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation3
GeoEntity-type constrained knowledge graph embedding for predicting natural-language spatial relations3
Smart Beestricts: improving the spatial resolution of air-quality data in Madrid through transfer learning3
Popnet : computer vision based deep learning model for forecasting gridded population3
Dynamic viewshed analysis based on the digital elevation model: dynamic range proximity-direction-elevation reference line3
A neural network model to optimize the measure of spatial proximity in geographically weighted regression approach: a case study on house price in Wuhan3
A local indicator of stratified power3
Spatio-temporal graph neural networks for missing data completion in traffic prediction3
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