International Journal of Geographical Information Science

Article	Citations
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network	98
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks	71
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)	58
Incorporating multimodal context information into traffic speed forecasting through graph deep learning	55
Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network	43
A probabilistic framework with the gradient-based method for multi-objective land use optimization	41
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks	41
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation	40
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles	39
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability	37
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task	36
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients	34
A linearization for stable and fast geographically weighted Poisson regression	33
A novel approach for cluster detection in trajectory data with low cluster-to-noise density ratio	32
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions	32
Children’s walking to urban services: an analysis of pedestrian access to social infrastructures and its relationship with land use	32
Fine-grained geographic named entity recognition with few-shot learning	31
A mobile phone-based multilevel localization framework for field scenes	31
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment	31
MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization	30
A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data	30
Context-aware movement analysis in ecology: a systematic review	30
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness	29
Simplification of contour lines, based on axial splines, with high-quality results	28
Efficient matrix algebra encoding for urban solar irradiation simulation: fine-grid ground-level estimation with vector data	27

HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network	26
Discovering source areas of disease outbreaks based on ring-shaped hotspot detection in road network space	26
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 heterogeneity	25
Statistical tests for the local spatial variance	24
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation	24
Online map-matching assisted by object-based classification of driving scenario	23
Simulation of urban perforation after random vacant plot generation: application of the thinning point process	21
Vision-HD: road change detection and registration using images and high-definition maps	21
Trend surface analysis of geographic flows	21
A backfitting maximum likelihood estimator for hierarchical and geographically weighted regression modelling, with a case study of house prices in Beijing	20
A normative model to estimate the number of persons not social distancing in a 3D complex built space	20
A topography-aware approach to the automatic generation of urban road networks	20
Lane extraction from trajectories at road intersections based on Graph Transformer Network	20
Developing an integrated approach to validate 3D ownership spaces in complex multistorey buildings	20
Filling gaps of cartographic polylines by using an encoder–decoder model	20
Automatic measurement of building setbacks and streetscape widths and their spatial variability along streets and in plots: integration of streetscape skeletons and plot geometry	20
Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model	19
Dynamic mode decomposition and short-time prediction of PM 2.5 using the graph Neural Koopman network	19
Exploring the vertical dimension of street view image based on deep learning: a case study on lowest floor elevation estimation	18
Enhancing drive-by sensing power in urban hotspots through multi-objective vehicle selection optimization	18
Efficient cell navigation methods and applications of an aperture 4 hexagonal discrete global grid system	18
A reinforcement learning-based routing algorithm for large street networks	17
On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions	17
Enhanced scan statistic with tightened window for detecting irregularly shaped hotspots	16
Integrating hydrological knowledge into deep learning for DEM super-resolution	16
SEMINT: an LLM-empowered long-term vessel trajectory prediction framework	16
A matrix factorization model with local and global consistency for flow prediction in bike-sharing systems	16
Fractal evolution of urban street networks in form and structure: a case study of Hong Kong	15
Addressing the fixed effects in gravity model based on higher-order origin-destination pairs	15
Uncertainty analysis of geodata derived from digital map processing	15
An entity alignment approach coupling NGBoost and SHAP for constructing spatio-temporal evolution knowledge graph from historical atlases	14
A hexagon-based method for polygon generalization using morphological operators	14
A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation	14
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services	14
Using vertices of a triangular irregular network to calculate slope and aspect	14
STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity	14
Geospatiality: the effect of topics on the presence of geolocation in English text data	14
Discovering co-location patterns in multivariate spatial flow data	13
Scheduling distributed multiway spatial join queries: optimization models and algorithms	13
Analytically articulating the effect of buffer size on urban green space exposure measures	13
Integration of Internet search data to predict tourism trends using spatial-temporal XGBoost composite model	13
Efficient inference of large-scale air quality using a lightweight ensemble predictor	13
Extracting geographic relations from large social media text data	13
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics	13
Deconstructing rurality to better “place” health data	12
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling	12
Unsupervised domain adaptation for cross-style, cross-year land use understanding from historical maps	12
A cost-effective algorithm for calibrating multiscale geographically weighted regression models	12
Exploring the integration of auxiliary modal information from remote sensing images for DEM super-resolution	11

Alleviating the resolution limit problem in spatial community detection: a local network structure-based method	11
Visit probability and accessibility within space–time prism of activity program	11
An evaluation of geo-located Twitter data for measuring human migration	11
Global GNSS PDOP calculation method based on hexagonal discrete grid	10
A narrative analysis of the 2SFCA and i2SFCA methods	10
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features	10
A structural catalogue of the settlement morphology in refugee and IDP camps	10
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system	10
Micromobility systems and disease transmission: a spatially explicit agent-based approach	10
Multiscale cooperative optimization in multiscale geographically weighted regression models	10
Automatic extraction of building geometries based on centroid clustering and contour analysis on oblique images taken by unmanned aerial vehicles	10
Estimating urban noise along road network from street view imagery	10
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance	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
Measuring accessibility of hierarchical healthcare facilities from the spatio-sentimental perspective	10
HiPerMovelets: high-performance movelet extraction for trajectory classification	9
Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester	9
Urban traffic flow prediction: a dynamic temporal graph network considering missing values	9
Observing the dynamic community structure of urban travel networks based on navigation data	9
Deriving map images of generalised mountain roads with generative adversarial networks	9
Automatic sketch map creation from labeled planar graph	9
A novel aggregation strategy for producing population density surfaces using poll tax data: the case of Vyborg in 1880	9
Detecting synthetic population bias using a spatially-oriented framework and independent validation data	8
Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models	8
Fuzzy Bayesian inference for mapping vague and place-based regions: a case study of sectarian territory	8
MapReader: a framework for learning a visual language model for map analysis	8
GALLOC: a GeoAnnotator for Labeling LOCation descriptions from disaster-related text messages	8
The fewer predefined parameters, the better? A comparative analysis of urban delineation methods using building footprint data in the Netherlands	8
A Siamese neural network for learning the similarity metrics of linear features	8
Enhancing the accessibility of regionalization techniques through large language models: a case study in conversational agent guidance	8
Urban-EPR: a universal model for simulating individual human mobility within intra-urban areas	8
On the local modeling of count data: multiscale geographically weighted Poisson regression	8
GANmapper: geographical data translation	8
GeoAI in urban analytics	8
A general characterisation of space-time prisms with spatial anchor uncertainty	7
Hexagon-based adaptive hierarchies for efficient point-in-spherical-polygon tests on GPUs	7
DCAI-CLUD: a data-centric framework for the construction of land-use datasets	7
Computation of the distance between a polygon and a point in spatial analysis	7
DKNN: deep kriging neural network for interpretable geospatial interpolation	7
mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures	7
GeOT: a spatially explicit framework for evaluating spatio-temporal predictions	7
Density-based clustering for bivariate-flow data	7
Spatial association measures for time series with fixed spatial locations	7
An efficient and precise multi-candidate viewpoint filtering algorithm for terrain viewshed selection	7
An embedding-based text classification approach for understanding micro-geographic housing dynamics	7
Enhancing urban resilience to extreme weather: the roles of human transition paths among multiple transportation modes	7
A deep learning architecture for aligning cross-domain geographic knowledge graph	7
Qualitative spatial reasoning with uncertain evidence using Markov logic networks	7
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis	6
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images	6
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers	6
Modeling vague spatiotemporal objects based on interval type-2 fuzzy sets	6
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI	6
Assessing OSM building completeness using population data	6
Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing	6
Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm	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
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework	6
Adding attention to the neural ordinary differential equation for spatio-temporal prediction	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
A multi-source spatio-temporal data cube for large-scale geospatial analysis	5
Identification of enclaves and exclaves by computation based on point-set topology	5
Visual attention-guided augmented representation of geographic scenes: a case of bridge stress visualization	5
3D building metrics for urban morphology	5
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies	5
Simulating human mobility with a trajectory generation framework based on diffusion model	5
On the calibration of multiscale geographically and temporally weighted regression models	5
Assessing the suitability of urban-oriented land cover products for mapping rural settlements	5
Estimating door-to-door travel time using a synthetic population enriched with smart card data	5
An unsupervised framework for extracting multilane roads from OpenStreetMap	5
A method for identifying urban road intersections considering the merging of parallel lanes	5
Visualising post-disaster damage on maps: a user study	5
A machine learning based approach for generating point sketch maps from qualitative directional information	5
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks	5
Gradient-based optimization for multi-scale geographically weighted regression	5
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes	5
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data	5
Geographical and linguistic perspectives on developing geoparsers with generic resources	5

Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data	5
Topological data analysis for geographical information science using persistent homology	5
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities	4
Improving locational decision making: a heuristic that optimizes access and coverage	4
Street view imagery-based built environment auditing tools: a systematic review	4
Integrating terrain structure characteristics into generative adversarial nets for hillshade generation	4
Enhanced least-cost path analysis for infrastructure planning: achieving a comprehensive search space with civil engineering structures	4
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	4
Graph based embedding learning of trajectory data for transportation mode recognition by fusing sequence and dependency relations	4
A causal analysis of environmental familiarity on navigation information needs	4
Leverage and Cook distance in regression with geostatistical data: methodology, simulation, and applications related to geographical information	4
A call to interpret disagreement components during classification assessment	4
Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME)	4
How information propagation in hybrid spaces affects decision-making: using ABM to simulate Covid-19 vaccine uptake	4
Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data	4
A classification scheme for static origin–destination data visualizations	4
Spatial prediction of groundwater level change based on the Third Law of Geography	4
A tensor-based approach to unify organization and operation of data for irregular spatio-temporal fields	4
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures	4
Discovery of statistically significant regional co-location patterns on urban road networks	4
Spatially thinned bootstrap and random toroidal shift methods for correct estimation of P-values of maps similarity	4
Gender-based violence enabled by location technologies	4
Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception	4
Towards a training data model for artificial intelligence in earth observation	4
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes	4
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories	3
Dynamic viewshed analysis based on the digital elevation model: dynamic range proximity-direction-elevation reference line	3
The Openshaw effect	3
A geometry-aware attention network for semantic segmentation of MLS point clouds	3
Capturing dynamic navigable space: an interactive semantic model to expand functional space for 3D indoor navigation	3
Decoding wayfinding: analyzing wayfinding processes in the outdoor environment	3
Building pattern recognition by using an edge-attention multi-head graph convolutional network	3
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome	3
Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges	3
Matching the building footprints of different vector spatial datasets at a similar scale based on one-class support vector machines	3
BTS: a binary tree sampling strategy for object identification based on deep learning	3
A local indicator of stratified power	3
GeoEntity-type constrained knowledge graph embedding for predicting natural-language spatial relations	3
Spatial hotspot detection in the presence of global spatial autocorrelation	3
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	3
Familiarity-dependent computational modelling of indoor landmark selection for route communication: a ranking approach	3
Geographically weighted regression based on a network weight matrix: a case study using urbanization driving force data in China	3
A multiscale measure of spatial dependence based on a discrete Fourier transform	3
Cost distances and least cost paths respond differently to cost scenario variations: a sensitivity analysis of ecological connectivity modeling	3
Exploring multi-modal evacuation strategies for a landlocked population using large-scale agent-based simulations	3
Beyond the frame: evaluating panoramic vs. perspective images for assessing place perception	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
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge	3
A tensor decomposition method based on embedded geographic meta-knowledge for urban traffic flow imputation	3
Collective flow-evolutionary patterns reveal the mesoscopic structure between snapshots of spatial network	3
Stochastic gradient geographical weighted regression (sgGWR): scalable bandwidth optimization for geographically weighted regression	3
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections	3
Multipurpose temporal GIS model for cadastral data management	3
Spatio-temporal graph neural networks for missing data completion in traffic prediction	3
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features	3
Smart Beestricts: improving the spatial resolution of air-quality data in Madrid through transfer learning	3
Spatiotemporal Flow L-function: a new method for identifying spatiotemporal clusters in geographical flow data	3
GazPNE: annotation-free deep learning for place name extraction from microblogs leveraging gazetteer and synthetic data by rules	3
An integrated process-based framework for flood phase segmentation and assessment	3
Estimating urban functional distributions with semantics preserved POI embedding	3
Service coverage optimization for facility location: considering line-of-sight coverage in continuous demand space	3
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics	3
Probabilistic qualitative spatial reasoning with applications to GeoQA	3
Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation	3
Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories	3