International Journal of Geographical Information Science

Article	Citations
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks	102
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)	90
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation	68
A probabilistic framework with the gradient-based method for multi-objective land use optimization	56
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability	47
Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network	47
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks	45
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles	43
Incorporating multimodal context information into traffic speed forecasting through graph deep learning	42
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task	41
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network	41
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients	40
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions	39
A novel approach for cluster detection in trajectory data with low cluster-to-noise density ratio	37
Children’s walking to urban services: an analysis of pedestrian access to social infrastructures and its relationship with land use	36
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment	35
A mobile phone-based multilevel localization framework for field scenes	34
Fine-grained geographic named entity recognition with few-shot learning	34
A linearization for stable and fast geographically weighted Poisson regression	33
Context-aware movement analysis in ecology: a systematic review	33
Discovering source areas of disease outbreaks based on ring-shaped hotspot detection in road network space	32
HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network	32
MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization	32
Simplification of contour lines, based on axial splines, with high-quality results	29
Efficient matrix algebra encoding for urban solar irradiation simulation: fine-grid ground-level estimation with vector data	28

An explainable spatial interpolation method considering spatial stratified heterogeneity	27
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness	27
A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data	26
Statistical tests for the local spatial variance	26
Decision making under uncertainty: increasing the impact of public Participatory GIS	26
Online map-matching assisted by object-based classification of driving scenario	26
Exploring geospatial digital twins: a novel panorama-based method with enhanced representation of virtual geographic scenes in Virtual Reality (VR)	26
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation	25
Simulation of urban perforation after random vacant plot generation: application of the thinning point process	25
Trend surface analysis of geographic flows	24
Vision-HD: road change detection and registration using images and high-definition maps	23
A backfitting maximum likelihood estimator for hierarchical and geographically weighted regression modelling, with a case study of house prices in Beijing	23
Lane extraction from trajectories at road intersections based on Graph Transformer Network	22
Filling gaps of cartographic polylines by using an encoder–decoder model	22
Automatic measurement of building setbacks and streetscape widths and their spatial variability along streets and in plots: integration of streetscape skeletons and plot geometry	22
Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model	21
On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions	21
Dynamic mode decomposition and short-time prediction of PM 2.5 using the graph Neural Koopman network	21
Efficient cell navigation methods and applications of an aperture 4 hexagonal discrete global grid system	18
Developing an integrated approach to validate 3D ownership spaces in complex multistorey buildings	18
Enhancing drive-by sensing power in urban hotspots through multi-objective vehicle selection optimization	18
Exploring the vertical dimension of street view image based on deep learning: a case study on lowest floor elevation estimation	18
A topography-aware approach to the automatic generation of urban road networks	18
A reinforcement learning-based routing algorithm for large street networks	16
Addressing the fixed effects in gravity model based on higher-order origin-destination pairs	16
A matrix factorization model with local and global consistency for flow prediction in bike-sharing systems	16
Uncertainty analysis of geodata derived from digital map processing	16
Enhanced scan statistic with tightened window for detecting irregularly shaped hotspots	16
Polycenter: fast and precise polygon center identification for GIS and beyond	16
An entity alignment approach coupling NGBoost and SHAP for constructing spatio-temporal evolution knowledge graph from historical atlases	16
Efficient inference of large-scale air quality using a lightweight ensemble predictor	15
Geospatiality: the effect of topics on the presence of geolocation in English text data	15
A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation	15
Discovering co-location patterns in multivariate spatial flow data	15
SEMINT: an LLM-empowered long-term vessel trajectory prediction framework	15
Integrating hydrological knowledge into deep learning for DEM super-resolution	15
Extracting geographic relations from large social media text data	15
A hexagon-based method for polygon generalization using morphological operators	15
Fractal evolution of urban street networks in form and structure: a case study of Hong Kong	15
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services	14
Deconstructing rurality to better “place” health data	14
Analytically articulating the effect of buffer size on urban green space exposure measures	14
Explainable artificial intelligence approach for road network selection based on a neural additive model	14
Scheduling distributed multiway spatial join queries: optimization models and algorithms	14
STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity	14
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling	14
Visit probability and accessibility within space–time prism of activity program	13
Foundation models for geospatial reasoning: assessing the capabilities of large language models in understanding geometries and topological spatial relations	12
A cost-effective algorithm for calibrating multiscale geographically weighted regression models	12
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics	12

Unsupervised domain adaptation for cross-style, cross-year land use understanding from historical maps	12
Exploring the integration of auxiliary modal information from remote sensing images for DEM super-resolution	12
Alleviating the resolution limit problem in spatial community detection: a local network structure-based method	12
Multiscale cooperative optimization in multiscale geographically weighted regression models	11
Scalable spatio-temporal autoregressive modeling by designing equivalent graph convolutional neural networks	11
An evaluation of geo-located Twitter data for measuring human migration	11
Micromobility systems and disease transmission: a spatially explicit agent-based approach	10
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system	10
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance	10
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features	10
Estimating urban noise along road network from street view imagery	10
How good is TanDEM-X 50 m forest/non-forest map? Product validation using temporally corrected geo-browser supplied imagery through Collect Earth	10
Global GNSS PDOP calculation method based on hexagonal discrete grid	10
A narrative analysis of the 2SFCA and i2SFCA methods	10
A structural catalogue of the settlement morphology in refugee and IDP camps	10
On the local modeling of count data: multiscale geographically weighted Poisson regression	9
Observing the dynamic community structure of urban travel networks based on navigation data	9
GeoAI in urban analytics	9
Detecting synthetic population bias using a spatially-oriented framework and independent validation data	9
Identifying dynamic functions of urban areas with a multi-temporal collaborative graph neural network model	9
Urban traffic flow prediction: a dynamic temporal graph network considering missing values	9
HiPerMovelets: high-performance movelet extraction for trajectory classification	9
Deriving map images of generalised mountain roads with generative adversarial networks	9
MapReader: a framework for learning a visual language model for map analysis	9
Measuring accessibility of hierarchical healthcare facilities from the spatio-sentimental perspective	9
Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester	9
Automatic sketch map creation from labeled planar graph	9
A learning-based parallel geocomputation engine for heterogeneous spatial domain	9
Urban-EPR: a universal model for simulating individual human mobility within intra-urban areas	9
A novel aggregation strategy for producing population density surfaces using poll tax data: the case of Vyborg in 1880	9
Fuzzy Bayesian inference for mapping vague and place-based regions: a case study of sectarian territory	8
Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models	8
An efficient and precise multi-candidate viewpoint filtering algorithm for terrain viewshed selection	8
GANmapper: geographical data translation	8
GALLOC: a GeoAnnotator for Labeling LOCation descriptions from disaster-related text messages	8
A Siamese neural network for learning the similarity metrics of linear features	8
A general characterisation of space-time prisms with spatial anchor uncertainty	8
Enhancing the accessibility of regionalization techniques through large language models: a case study in conversational agent guidance	8
Differential effects of data omissions and positional errors on the minimum acceptable geocoding hit rate	8
Hexagon-based adaptive hierarchies for efficient point-in-spherical-polygon tests on GPUs	8
GeOT: a spatially explicit framework for evaluating spatio-temporal predictions	7
The fewer predefined parameters, the better? A comparative analysis of urban delineation methods using building footprint data in the Netherlands	7
DKNN: deep kriging neural network for interpretable geospatial interpolation	7
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images	7
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis	7
DCAI-CLUD: a data-centric framework for the construction of land-use datasets	7
Enhancing urban resilience to extreme weather: the roles of human transition paths among multiple transportation modes	7
An embedding-based text classification approach for understanding micro-geographic housing dynamics	7
Computation of the distance between a polygon and a point in spatial analysis	7
Qualitative spatial reasoning with uncertain evidence using Markov logic networks	7
A deep learning architecture for aligning cross-domain geographic knowledge graph	7
mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures	7
Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing	7
Spatial association measures for time series with fixed spatial locations	7
Density-based clustering for bivariate-flow data	7
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes	6
Modeling vague spatiotemporal objects based on interval type-2 fuzzy sets	6
Adding attention to the neural ordinary differential equation for spatio-temporal prediction	6
Assessing OSM building completeness using population data	6
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data	6
Assessing the suitability of urban-oriented land cover products for mapping rural settlements	6
Estimating door-to-door travel time using a synthetic population enriched with smart card data	6
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework	6
Stakeholder interpretation of probabilistic representations of uncertainty in spatial information: an example on the nutritional quality of staple crops	6
Multi-nomenclature, multi-resolution joint translation: an application to land-cover mapping	6
3D building metrics for urban morphology	6
Visual attention-guided augmented representation of geographic scenes: a case of bridge stress visualization	6
A methodology to Geographic Cellular Automata model accounting for spatial heterogeneity and adaptive neighborhoods	6
Detecting interchanges in road networks using a graph convolutional network approach	6
Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm	6
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers	6
Identification of enclaves and exclaves by computation based on point-set topology	6
Gradient-based optimization for multi-scale geographically weighted regression	5
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI	5
Inferring human movements after snowfall: a weather-informed graph learning model for flow redistribution in mobility networks	5
Improving locational decision making: a heuristic that optimizes access and coverage	5
How information propagation in hybrid spaces affects decision-making: using ABM to simulate Covid-19 vaccine uptake	5
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes	5
Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data	5
Visualising post-disaster damage on maps: a user study	5

An unsupervised framework for extracting multilane roads from OpenStreetMap	5
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks	5
Geographical and linguistic perspectives on developing geoparsers with generic resources	5
Topological data analysis for geographical information science using persistent homology	5
Spatially thinned bootstrap and random toroidal shift methods for correct estimation of P-values of maps similarity	5
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities	5
Simulating human mobility with a trajectory generation framework based on diffusion model	5
A method for identifying urban road intersections considering the merging of parallel lanes	5
Towards a training data model for artificial intelligence in earth observation	5
A multi-source spatio-temporal data cube for large-scale geospatial analysis	5
A machine learning based approach for generating point sketch maps from qualitative directional information	5
On the calibration of multiscale geographically and temporally weighted regression models	5
Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data	5
Integrating terrain structure characteristics into generative adversarial nets for hillshade generation	5
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 searche	5
A tensor-based approach to unify organization and operation of data for irregular spatio-temporal fields	5
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies	5
Triple-objective cross-view geolocalization of disaster-related VGI: the case of Hurricane Ian	5
Enhanced least-cost path analysis for infrastructure planning: achieving a comprehensive search space with civil engineering structures	4
Graph based embedding learning of trajectory data for transportation mode recognition by fusing sequence and dependency relations	4
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures	4
Automated optimizing method for map labeling of buildings from remote sensing images	4
Estimating urban functional distributions with semantics preserved POI embedding	4
Service coverage optimization for facility location: considering line-of-sight coverage in continuous demand space	4
Street view imagery-based built environment auditing tools: a systematic review	4
Spatial prediction of groundwater level change based on the Third Law of Geography	4
A classification scheme for static origin–destination data visualizations	4
Beyond the frame: evaluating panoramic vs. perspective images for assessing place perception	4
Discovery of statistically significant regional co-location patterns on urban road networks	4
Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME)	4
Building pattern recognition by using an edge-attention multi-head graph convolutional network	4
A causal analysis of environmental familiarity on navigation information needs	4
A call to interpret disagreement components during classification assessment	4
Gender-based violence enabled by location technologies	4
Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception	4
Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges	4
Exploring multi-modal evacuation strategies for a landlocked population using large-scale agent-based simulations	4
Simplifying complex landmark models with holes for 3D maps: a topological perception-based approach	4
Leverage and Cook distance in regression with geostatistical data: methodology, simulation, and applications related to geographical information	4
A geometry-aware attention network for semantic segmentation of MLS point clouds	3
Decoding wayfinding: analyzing wayfinding processes in the outdoor environment	3
Smart Beestricts: improving the spatial resolution of air-quality data in Madrid through transfer learning	3
Popnet : computer vision based deep learning model for forecasting gridded population	3
Assessing publication trends in selected GIScience journals	3
BTS: a binary tree sampling strategy for object identification based on deep learning	3
Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation	3
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge	3
Stochastic gradient geographical weighted regression (sgGWR): scalable bandwidth optimization for geographically weighted regression	3
The Openshaw effect	3
Spatial hotspot detection in the presence of global spatial autocorrelation	3
A multiscale measure of spatial dependence based on a discrete Fourier transform	3
GeoEntity-type constrained knowledge graph embedding for predicting natural-language spatial relations	3
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories	3
Cost distances and least cost paths respond differently to cost scenario variations: a sensitivity analysis of ecological connectivity modeling	3
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome	3
Dynamic viewshed analysis based on the digital elevation model: dynamic range proximity-direction-elevation reference line	3
Inferring the number of floors for residential buildings	3
A data pedigree system to support geospatial analyses of human-environment interactions in data poor contexts	3
A tensor decomposition method based on embedded geographic meta-knowledge for urban traffic flow imputation	3
Space-time tree: a spatiotemporal construct for efficient similarity matrix calculations among network-constrained trajectories	3
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections	3
Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories	3
Geographically weighted regression based on a network weight matrix: a case study using urbanization driving force data in China	3
Collective flow-evolutionary patterns reveal the mesoscopic structure between snapshots of spatial network	3
Spatio-temporal graph neural networks for missing data completion in traffic prediction	3
A local indicator of stratified power	3
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features	3
Spatiotemporal Flow L-function: a new method for identifying spatiotemporal clusters in geographical flow data	3
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics	3
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	3
Identify and map lane-level updates in roads in restricted access areas based on driving record data	3
Correction	3
Probabilistic qualitative spatial reasoning with applications to GeoQA	3
A fast modeling method for augmented reality dynamic scenes with spatio-temporal semantic constraints	3
Geo-Object-Reader: a template filling method to jointly extract complex spatial information about geological objects	3
Matching the building footprints of different vector spatial datasets at a similar scale based on one-class support vector machines	3
Multipurpose temporal GIS model for cadastral data management	3
A neural network model to optimize the measure of spatial proximity in geographically weighted regression approach: a case study on house price in Wuhan	3
Capturing dynamic navigable space: an interactive semantic model to expand functional space for 3D indoor navigation	3
An integrated process-based framework for flood phase segmentation and assessment	3