International Journal of Geographical Information Science

Article	Citations
Permutation entropy-based quantification for joint effect of gestalt principles on grouping segments of cross-curves	119
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)	115
Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network	77
From public discourse to place semantics: modeling semantic similarity of places using geosocial media data	65
A probabilistic framework with the gradient-based method for multi-objective land use optimization	55
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks	53
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks	50
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles	50
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability	48
Incorporating multimodal context information into traffic speed forecasting through graph deep learning	46
GeoXCP: uncertainty quantification of spatial explanations in explainable AI	45
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network	44
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation	43
Fine-grained geographic named entity recognition with few-shot learning	43
PathVGAE: a path-based variational graph autoencoder for learning to rank roads	40
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task	40
Human dynamics in GIScience: emerging opportunities, challenges, and the road toward SplatialAI	39
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions	38
A novel approach for cluster detection in trajectory data with low cluster-to-noise density ratio	37
A mobile phone-based multilevel localization framework for field scenes	36
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients	36
A linearization for stable and fast geographically weighted Poisson regression	34
StreetSenser: a novel approach to sensing street view via a fine-tuned multimodal large language model	34
Children’s walking to urban services: an analysis of pedestrian access to social infrastructures and its relationship with land use	33
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment	33

MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization	30
Decision making under uncertainty: increasing the impact of public Participatory GIS	30
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	29
A review of representation and similarity measurement methods for geospatial scenes	29
Addressing the challenge of spatiotemporal data sparsity in disasters: predicting flood risks by aggregating distant neighbors on the basis of the principle of geographic similarity	28
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness	27
HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network	27
A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data	27
GeoFM: how will geo-foundation models reshape spatial data science and GeoAI?	26
Statistical tests for the local spatial variance	25
Exploring geospatial digital twins: a novel panorama-based method with enhanced representation of virtual geographic scenes in Virtual Reality (VR)	23
Simulation of urban perforation after random vacant plot generation: application of the thinning point process	23
An explainable spatial interpolation method considering spatial stratified heterogeneity	23
Lane extraction from trajectories at road intersections based on Graph Transformer Network	22
A backfitting maximum likelihood estimator for hierarchical and geographically weighted regression modelling, with a case study of house prices in Beijing	21
Trend surface analysis of geographic flows	21
Vision-HD: road change detection and registration using images and high-definition maps	19
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation	19
Predicting crowd flows via compressed sensing with spatial heterogeneity: an efficient GeoAI framework	18
Developing an integrated approach to validate 3D ownership spaces in complex multistorey buildings	18
Filling gaps of cartographic polylines by using an encoder–decoder model	18
Efficient cell navigation methods and applications of an aperture 4 hexagonal discrete global grid system	18
Dynamic mode decomposition and short-time prediction of PM 2.5 using the graph Neural Koopman network	18
A topography-aware approach to the automatic generation of urban road networks	18
Online map-matching assisted by object-based classification of driving scenario	18
TBSI: a Transformer-based spatial learned index for efficient construction and query	18
Enhancing drive-by sensing power in urban hotspots through multi-objective vehicle selection optimization	18
Topology-based terrain segmentation using Apache Spark	18
Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model	17
On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions	17
A reinforcement learning-based routing algorithm for large street networks	17
Automatic measurement of building setbacks and streetscape widths and their spatial variability along streets and in plots: integration of streetscape skeletons and plot geometry	16
An entity alignment approach coupling NGBoost and SHAP for constructing spatio-temporal evolution knowledge graph from historical atlases	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
SEMINT: an LLM-empowered long-term vessel trajectory prediction framework	16
Polycenter: fast and precise polygon center identification for GIS and beyond	16
Enhanced scan statistic with tightened window for detecting irregularly shaped hotspots	15
A spatial–temporal graph convolutional network enhanced by geospatial knowledge to forecast origin–destination flows	15
Geospatiality: the effect of topics on the presence of geolocation in English text data	15
Integrating hydrological knowledge into deep learning for DEM super-resolution	15
A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation	15
Addressing the fixed effects in gravity model based on higher-order origin-destination pairs	15
Explainable artificial intelligence approach for road network selection based on a neural additive model	15
Extracting geographic relations from large social media text data	14
A hexagon-based method for polygon generalization using morphological operators	13
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services	13
STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity	13
Analytically articulating the effect of buffer size on urban green space exposure measures	13

Efficient inference of large-scale air quality using a lightweight ensemble predictor	13
Scheduling distributed multiway spatial join queries: optimization models and algorithms	13
An evaluation of geo-located Twitter data for measuring human migration	12
Automated building outline extraction from digital surface models and orthophoto: a novel contour-based approach	12
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics	12
Deconstructing rurality to better “place” health data	12
Foundation models for geospatial reasoning: assessing the capabilities of large language models in understanding geometries and topological spatial relations	12
Visit probability and accessibility within space–time prism of activity program	12
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling	12
Alleviating the resolution limit problem in spatial community detection: a local network structure-based method	12
Exploring the integration of auxiliary modal information from remote sensing images for DEM super-resolution	12
Unsupervised domain adaptation for cross-style, cross-year land use understanding from historical maps	12
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance	11
Scalable spatio-temporal autoregressive modeling by designing equivalent graph convolutional neural networks	11
A structural catalogue of the settlement morphology in refugee and IDP camps	11
Micromobility systems and disease transmission: a spatially explicit agent-based approach	11
Global GNSS PDOP calculation method based on hexagonal discrete grid	11
How good is TanDEM-X 50 m forest/non-forest map? Product validation using temporally corrected geo-browser supplied imagery through Collect Earth	11
Estimating urban noise along road network from street view imagery	11
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features	11
Multiscale cooperative optimization in multiscale geographically weighted regression models	10
Identifying dynamic functions of urban areas with a multi-temporal collaborative graph neural network model	10
ColorBlindGAN: a generative adversarial network framework for color-blind-friendly maps conversion	10
Measuring accessibility of hierarchical healthcare facilities from the spatio-sentimental perspective	10
A learning-based parallel geocomputation engine for heterogeneous spatial domain	10
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system	10
A novel aggregation strategy for producing population density surfaces using poll tax data: the case of Vyborg in 1880	10
Automatic sketch map creation from labeled planar graph	10
Observing the dynamic community structure of urban travel networks based on navigation data	10
Accurate three-dimensional mapping for detecting shaded urban sidewalks and assessing tree canopy coverage	10
Enhancing the accessibility of regionalization techniques through large language models: a case study in conversational agent guidance	9
Urban traffic flow prediction: a dynamic temporal graph network considering missing values	9
Deriving map images of generalised mountain roads with generative adversarial networks	9
Differential effects of data omissions and positional errors on the minimum acceptable geocoding hit rate	9
On the local modeling of count data: multiscale geographically weighted Poisson regression	9
HiPerMovelets: high-performance movelet extraction for trajectory classification	9
MapReader: a framework for learning a visual language model for map analysis	9
Fuzzy Bayesian inference for mapping vague and place-based regions: a case study of sectarian territory	9
Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester	9
GeoAI in urban analytics	9
Detecting synthetic population bias using a spatially-oriented framework and independent validation data	9
GALLOC: a GeoAnnotator for Labeling LOCation descriptions from disaster-related text messages	8
Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models	8
The fewer predefined parameters, the better? A comparative analysis of urban delineation methods using building footprint data in the Netherlands	8
An embedding-based text classification approach for understanding micro-geographic housing dynamics	8
Uncertainty in visibility: a scoping review of the probable and fuzzy viewshed for observer location optimization	8
Mining regional co-location patterns in urban areas with considerations of temporal accessibility and regional structure	8
An efficient and precise multi-candidate viewpoint filtering algorithm for terrain viewshed selection	8
Hexagon-based adaptive hierarchies for efficient point-in-spherical-polygon tests on GPUs	8
Urban-EPR: a universal model for simulating individual human mobility within intra-urban areas	8
GANmapper: geographical data translation	8
A Siamese neural network for learning the similarity metrics of linear features	8
GeOT: a spatially explicit framework for evaluating spatio-temporal predictions	8
mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures	7
Stakeholder interpretation of probabilistic representations of uncertainty in spatial information: an example on the nutritional quality of staple crops	7
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework	7
Assessing OSM building completeness using population data	7
A general characterisation of space-time prisms with spatial anchor uncertainty	7
Local indicator of co-location: a semantic-parametric statistical framework	7
Density-based clustering for bivariate-flow data	7
Qualitative spatial reasoning with uncertain evidence using Markov logic networks	7
Reconciling 2SFCA and i2SFCA via distance decay parameterization	7
Adding attention to the neural ordinary differential equation for spatio-temporal prediction	7
DKNN: deep kriging neural network for interpretable geospatial interpolation	7
Enhancing urban resilience to extreme weather: the roles of human transition paths among multiple transportation modes	7
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis	7
Spatial association measures for time series with fixed spatial locations	7
Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing	7
A deep learning architecture for aligning cross-domain geographic knowledge graph	7
DCAI-CLUD: a data-centric framework for the construction of land-use datasets	7
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
Estimating door-to-door travel time using a synthetic population enriched with smart card data	6
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data	6
Modeling vague spatiotemporal objects based on interval type-2 fuzzy sets	6
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies	6
A machine learning based approach for generating point sketch maps from qualitative directional information	6
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks	6
A methodology to Geographic Cellular Automata model accounting for spatial heterogeneity and adaptive neighborhoods	6
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers	6

Assessing the suitability of urban-oriented land cover products for mapping rural settlements	6
An unsupervised framework for extracting multilane roads from OpenStreetMap	6
Identification of enclaves and exclaves by computation based on point-set topology	6
Triple-objective cross-view geolocalization of disaster-related VGI: the case of Hurricane Ian	6
Gradient-based optimization for multi-scale geographically weighted regression	6
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes	6
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images	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
Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data	6
A multi-source spatio-temporal data cube for large-scale geospatial analysis	6
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI	6
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures	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
Simulating human mobility with a trajectory generation framework based on diffusion model	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
How information propagation in hybrid spaces affects decision-making: using ABM to simulate Covid-19 vaccine uptake	5
Simplifying complex landmark models with holes for 3D maps: a topological perception-based approach	5
A call to interpret disagreement components during classification assessment	5
A causal analysis of environmental familiarity on navigation information needs	5
A semantic and context-dependent approach to the interpretation of ‘ near ’ in historical English Lake Dis	5
A tensor-based approach to unify organization and operation of data for irregular spatio-temporal fields	5
Inferring human movements after snowfall: a weather-informed graph learning model for flow redistribution in mobility networks	5
Visualising post-disaster damage on maps: a user study	5
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes	5
Integrating terrain structure characteristics into generative adversarial nets for hillshade generation	5
Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception	5
Graph based embedding learning of trajectory data for transportation mode recognition by fusing sequence and dependency relations	5
Improving locational decision making: a heuristic that optimizes access and coverage	5
Spatial prediction of groundwater level change based on the Third Law of Geography	5
On the calibration of multiscale geographically and temporally weighted regression models	5
Towards a training data model for artificial intelligence in earth observation	5
A method for identifying urban road intersections considering the merging of parallel lanes	5
Geographical and linguistic perspectives on developing geoparsers with generic resources	5
A classification scheme for static origin–destination data visualizations	5
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities	5
Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data	5
Service coverage optimization for facility location: considering line-of-sight coverage in continuous demand space	4
Second-dimension outliers for spatial prediction	4
Automated optimizing method for map labeling of buildings from remote sensing images	4
Enhanced least-cost path analysis for infrastructure planning: achieving a comprehensive search space with civil engineering structures	4
Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME)	4
Estimating urban functional distributions with semantics preserved POI embedding	4
An integrated process-based framework for flood phase segmentation and assessment	4
A fast modeling method for augmented reality dynamic scenes with spatio-temporal semantic constraints	4
Building pattern recognition by using an edge-attention multi-head graph convolutional network	4
Spatiotemporal Flow L-function: a new method for identifying spatiotemporal clusters in geographical flow data	4
High-resolution population distribution prediction considering the spatiotemporal heterogeneity of geolocated behavior	4
Beyond absolute space: modeling disease dispersion and reactive actions from a multi-spatialization perspective	4
Beyond the frame: evaluating panoramic vs. perspective images for assessing place perception	4
Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges	4
A model to identify causality for geographic patterns	4
Predicting human-activity intensity in urban areas with a prior-enhanced probabilistic-deterministic model	4
A multiscale measure of spatial dependence based on a discrete Fourier transform	4
Exploring multi-modal evacuation strategies for a landlocked population using large-scale agent-based simulations	4
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome	4
Gender-based violence enabled by location technologies	4
Street view imagery-based built environment auditing tools: a systematic review	4
Modeling spatial variation across data distribution: a Moran eigenvector-based spatially varying quantile regression approach	4
Leverage and Cook distance in regression with geostatistical data: methodology, simulation, and applications related to geographical information	4
Decoding wayfinding: analyzing wayfinding processes in the outdoor environment	4
Cost distances and least cost paths respond differently to cost scenario variations: a sensitivity analysis of ecological connectivity modeling	4
Probabilistic qualitative spatial reasoning with applications to GeoQA	3
GeoEntity-type constrained knowledge graph embedding for predicting natural-language spatial relations	3
Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories	3
Popnet : computer vision based deep learning model for forecasting gridded population	3
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	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
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features	3
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections	3
Spatio-temporal graph neural networks for missing data completion in traffic prediction	3
Deep reinforcement learning for assessing route instruction usability in complex indoor spaces	3
A data pedigree system to support geospatial analyses of human-environment interactions in data poor contexts	3
Spatial hotspot detection in the presence of global spatial autocorrelation	3
Multipurpose temporal GIS model for cadastral data management	3
Stochastic gradient geographical weighted regression (sgGWR): scalable bandwidth optimization for geographically weighted regression	3
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge	3
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics	3
Smart Beestricts: improving the spatial resolution of air-quality data in Madrid through transfer learning	3
A geometry-aware attention network for semantic segmentation of MLS point clouds	3
Geo-Object-Reader: a template filling method to jointly extract complex spatial information about geological objects	3
Identify and map lane-level updates in roads in restricted access areas based on driving record data	3
Automated generation of concentric circles metro maps using mixed-integer optimization	3
Correction	3
A local indicator of stratified power	3
Collective flow-evolutionary patterns reveal the mesoscopic structure between snapshots of spatial network	3
Capturing dynamic navigable space: an interactive semantic model to expand functional space for 3D indoor navigation	3
Matching the building footprints of different vector spatial datasets at a similar scale based on one-class support vector machines	3
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories	3
The Openshaw effect	3
Dynamic viewshed analysis based on the digital elevation model: dynamic range proximity-direction-elevation reference line	3
Geographically weighted regression based on a network weight matrix: a case study using urbanization driving force data in China	3