International Journal of Geographical Information Science

Article	Citations
Permutation entropy-based quantification for joint effect of gestalt principles on grouping segments of cross-curves	180
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks	86
Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network	76
A probabilistic framework with the gradient-based method for multi-objective land use optimization	61
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network	60
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation	55
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)	52
From public discourse to place semantics: modeling semantic similarity of places using geosocial media data	52
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles	52
Incorporating multimodal context information into traffic speed forecasting through graph deep learning	51
GeoXCP: uncertainty quantification of spatial explanations in explainable AI	50
A novel approach for cluster detection in trajectory data with low cluster-to-noise density ratio	47
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability	47
PathVGAE: a path-based variational graph autoencoder for learning to rank roads	45
A linearization for stable and fast geographically weighted Poisson regression	43
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients	43
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task	42
Pano2Cloud: enhancing street-view based point cloud by a dual-layer deep matching for 3D building façade reconstruction	41
StreetSenser: a novel approach to sensing street view via a fine-tuned multimodal large language model	39
Brain-inspired representations of urban space	38
A mobile phone-based multilevel localization framework for field scenes	38
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions	34
Fine-grained geographic named entity recognition with few-shot learning	33
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment	33
Human dynamics in GIScience: emerging opportunities, challenges, and the road toward SplatialAI	33

An explainable spatial interpolation method considering spatial stratified heterogeneity	33
Geo-SAM: a structure-attribute match method for geographic data prediction	32
MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization	31
Decision making under uncertainty: increasing the impact of public Participatory GIS	30
Efficient matrix algebra encoding for urban solar irradiation simulation: fine-grid ground-level estimation with vector data	30
HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network	30
Simplification of contour lines, based on axial splines, with high-quality results	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	29
A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data	28
A review of representation and similarity measurement methods for geospatial scenes	28
Exploring geospatial digital twins: a novel panorama-based method with enhanced representation of virtual geographic scenes in Virtual Reality (VR)	28
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness	28
GeoFM: how will geo-foundation models reshape spatial data science and GeoAI?	27
Simulation of urban perforation after random vacant plot generation: application of the thinning point process	26
A novel heuristic flow direction algorithm for stream modeling in flat areas using digital elevation models	25
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation	25
Vision-HD: road change detection and registration using images and high-definition maps	24
Lane extraction from trajectories at road intersections based on Graph Transformer Network	24
Efficient cell navigation methods and applications of an aperture 4 hexagonal discrete global grid system	22
A backfitting maximum likelihood estimator for hierarchical and geographically weighted regression modelling, with a case study of house prices in Beijing	22
Integrating overlay and spatial optimization in assessing shape compactness	22
Enhancing drive-by sensing power in urban hotspots through multi-objective vehicle selection optimization	22
Trend surface analysis of geographic flows	22
Developing an integrated approach to validate 3D ownership spaces in complex multistorey buildings	22
Online map-matching assisted by object-based classification of driving scenario	22
Topology-based terrain segmentation using Apache Spark	22
Predicting crowd flows via compressed sensing with spatial heterogeneity: an efficient GeoAI framework	21
DML-Geo: an ensemble double machine learning framework for estimating spatially heterogeneous causal effects	20
A reinforcement learning-based routing algorithm for large street networks	19
TBSI: a Transformer-based spatial learned index for efficient construction and query	19
Dynamic mode decomposition and short-time prediction of PM 2.5 using the graph Neural Koopman network	19
On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions	19
Automatic measurement of building setbacks and streetscape widths and their spatial variability along streets and in plots: integration of streetscape skeletons and plot geometry	19
A matrix factorization model with local and global consistency for flow prediction in bike-sharing systems	19
Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model	19
Uncertainty analysis of geodata derived from digital map processing	18
Addressing the fixed effects in gravity model based on higher-order origin-destination pairs	17
Tokenization and representation learning of contour data using bidirectional encoder representations from transformers (BERT)	17
Enhanced scan statistic with tightened window for detecting irregularly shaped hotspots	16
A spatial approach to anomalous barrier detection in transportation networks from movement trajectories	16
Polycenter: fast and precise polygon center identification for GIS and beyond	15
Pharos: a mobile GIS application for network assessment and ground-truth mapping to support mHealth study design in low-resource settings	15
A two-stage hybrid-computing framework for generating metro-style tourist maps: integrating a fine-tuned LLM with geospatial optimization	15
An entity alignment approach coupling NGBoost and SHAP for constructing spatio-temporal evolution knowledge graph from historical atlases	15
Integrating hydrological knowledge into deep learning for DEM super-resolution	15
A spatial–temporal graph convolutional network enhanced by geospatial knowledge to forecast origin–destination flows	15
SEMINT: an LLM-empowered long-term vessel trajectory prediction framework	15
Rethinking the nexus of GIScience and population ageing: a perspective of gerontological GIS	14
Explainable artificial intelligence approach for road network selection based on a neural additive model	14
Extracting geographic relations from large social media text data	14

GeoAI for map generalization in multi-scale cartography: foundations, a research agenda, and interdisciplinary perspectives	14
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services	14
Efficient inference of large-scale air quality using a lightweight ensemble predictor	14
Geospatiality: the effect of topics on the presence of geolocation in English text data	14
A hexagon-based method for polygon generalization using morphological operators	14
Using knowledge graph embeddings and meta-path transformers for geographic context-aware predictions of building functions	14
Analytically articulating the effect of buffer size on urban green space exposure measures	14
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling	13
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics	13
Automated building outline extraction from digital surface models and orthophoto: a novel contour-based approach	13
Geographically and temporally convolutional neural network weighted regression for modelling spatiotemporal non-stationarity on uneven data	13
Scheduling distributed multiway spatial join queries: optimization models and algorithms	13
Exploring the integration of auxiliary modal information from remote sensing images for DEM super-resolution	13
Alleviating the resolution limit problem in spatial community detection: a local network structure-based method	13
Quantification and reduction of spatially induced uncertainty in spatial optimization via deep reinforcement learning	13
Visit probability and accessibility within space–time prism of activity program	13
Unsupervised domain adaptation for cross-style, cross-year land use understanding from historical maps	12
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features	12
Global GNSS PDOP calculation method based on hexagonal discrete grid	12
How good is TanDEM-X 50 m forest/non-forest map? Product validation using temporally corrected geo-browser supplied imagery through Collect Earth	12
Deconstructing rurality to better “place” health data	12
A structural catalogue of the settlement morphology in refugee and IDP camps	12
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system	12
Scalable spatio-temporal autoregressive modeling by designing equivalent graph convolutional neural networks	12
Foundation models for geospatial reasoning: assessing the capabilities of large language models in understanding geometries and topological spatial relations	12
Micromobility systems and disease transmission: a spatially explicit agent-based approach	12
A method for the cross-perspective alignment of geographic entities with spatial context-aware broad perception	12
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance	11
Observing the dynamic community structure of urban travel networks based on navigation data	11
Estimating urban noise along road network from street view imagery	11
MapReader: a framework for learning a visual language model for map analysis	11
Multiscale cooperative optimization in multiscale geographically weighted regression models	11
A controlled natural language and interface for formulating geo-analytical questions with Blockly	11
A learning-based parallel geocomputation engine for heterogeneous spatial domain	11
Identifying dynamic functions of urban areas with a multi-temporal collaborative graph neural network model	11
Automatic sketch map creation from labeled planar graph	11
Accurate three-dimensional mapping for detecting shaded urban sidewalks and assessing tree canopy coverage	11
Deriving map images of generalised mountain roads with generative adversarial networks	11
On the local modeling of count data: multiscale geographically weighted Poisson regression	11
Urban traffic flow prediction: a dynamic temporal graph network considering missing values	10
GALLOC: a GeoAnnotator for Labeling LOCation descriptions from disaster-related text messages	10
A Siamese neural network for learning the similarity metrics of linear features	10
GeoAI in urban analytics	10
Urban-EPR: a universal model for simulating individual human mobility within intra-urban areas	10
Detecting synthetic population bias using a spatially-oriented framework and independent validation data	10
Enhancing the accessibility of regionalization techniques through large language models: a case study in conversational agent guidance	10
Fuzzy Bayesian inference for mapping vague and place-based regions: a case study of sectarian territory	10
Measuring accessibility of hierarchical healthcare facilities from the spatio-sentimental perspective	10
Differential effects of data omissions and positional errors on the minimum acceptable geocoding hit rate	10
A prompt tuning approach based on pre-trained cross-city graph neural networks for zero-shot flow generation	10
Economic and demographic simulations in urban agglomerations using a human mobility-enhanced cellular automata (HME-CA) model	10
ColorBlindGAN: a generative adversarial network framework for color-blind-friendly maps conversion	10
Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models	9
Hexagon-based adaptive hierarchies for efficient point-in-spherical-polygon tests on GPUs	9
Geospatial knowledge cube: enhancing semantic query in geospatial data cubes with ontology and LLMs	9
The fewer predefined parameters, the better? A comparative analysis of urban delineation methods using building footprint data in the Netherlands	9
Uncertainty in visibility: a scoping review of the probable and fuzzy viewshed for observer location optimization	9
MHSI-Net: an interpretable multi-modal deep learning network for street identification in historical maps	9
From pixels to perceptions: using human similarity judgments to enrich urban space embeddings	9
Mining regional co-location patterns in urban areas with considerations of temporal accessibility and regional structure	9
Integrating spatiotemporal features in LSTM for spatially informed COVID-19 hospitalization forecasting	9
mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures	9
Enhancing urban resilience to extreme weather: the roles of human transition paths among multiple transportation modes	9
Local indicator of co-location: a semantic-parametric statistical framework	9
A deep learning architecture for aligning cross-domain geographic knowledge graph	8
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images	8
Spatial association measures for time series with fixed spatial locations	8
The computational reproducibility of articles published under the Open Data + FAIR policy of IJGIS	8
GeoAI collapse? Ethical implications of synthetic geospatial data use	8
Qualitative spatial reasoning with uncertain evidence using Markov logic networks	8
A general characterisation of space-time prisms with spatial anchor uncertainty	8
An efficient and precise multi-candidate viewpoint filtering algorithm for terrain viewshed selection	8
A multi-network spatial error workflow for disentangling digital connectivity and geographic spillovers: evidence from sexually transmitted infections	8
Reconciling 2SFCA and i2SFCA via distance decay parameterization	8
An entropogram-based Random Field model for categorical geospatial data prediction	8
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis	8
GCMCNN: a geographically conditioned multiscale convolutional neural network for downscaling land surface temperature	8
An embedding-based text classification approach for understanding micro-geographic housing dynamics	8
DKNN: deep kriging neural network for interpretable geospatial interpolation	8
Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm	8

Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing	8
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers	8
Adding attention to the neural ordinary differential equation for spatio-temporal prediction	8
Gradient-based optimization for multi-scale geographically weighted regression	8
DCAI-CLUD: a data-centric framework for the construction of land-use datasets	8
GeOT: a spatially explicit framework for evaluating spatio-temporal predictions	8
Multi-nomenclature, multi-resolution joint translation: an application to land-cover mapping	7
Identification of enclaves and exclaves by computation based on point-set topology	7
3D building metrics for urban morphology	7
Geographical and linguistic perspectives on developing geoparsers with generic resources	7
An unsupervised framework for extracting multilane roads from OpenStreetMap	7
A methodology to Geographic Cellular Automata model accounting for spatial heterogeneity and adaptive neighborhoods	7
A machine learning based approach for generating point sketch maps from qualitative directional information	7
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI	7
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes	7
Visual attention-guided augmented representation of geographic scenes: a case of bridge stress visualization	7
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks	7
A method for identifying urban road intersections considering the merging of parallel lanes	7
Extracting and analysing geographic information from natural language texts	6
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities	6
How information propagation in hybrid spaces affects decision-making: using ABM to simulate Covid-19 vaccine uptake	6
Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data	6
Topological data analysis for geographical information science using persistent homology	6
Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data	6
Beyond the geotag: assessing implicit geoprivacy risks in visual user-generated content	6
Triple-objective cross-view geolocalization of disaster-related VGI: the case of Hurricane Ian	6
Spatial prediction of groundwater level change based on the Third Law of Geography	6
Improving locational decision making: a heuristic that optimizes access and coverage	6
Simulating human mobility with a trajectory generation framework based on diffusion model	6
A unified LLM-assisted framework for extracting and classifying geographical study areas from article metadata	6
On the calibration of multiscale geographically and temporally weighted regression models	6
QQESPM-GS: an efficient solution for geo-textual search parameterized by graph-based spatial patterns	6
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures	6
Spatially thinned bootstrap and random toroidal shift methods for correct estimation of P-values of maps similarity	6
A classification scheme for static origin–destination data visualizations	6
A semantic and context-dependent approach to the interpretation of ‘ near ’ in historical English Lake Dis	6
Inferring human movements after snowfall: a weather-informed graph learning model for flow redistribution in mobility networks	6
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies	6
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
Graph based embedding learning of trajectory data for transportation mode recognition by fusing sequence and dependency relations	5
A causal analysis of environmental familiarity on navigation information needs	5
Vision2Slope: estimating urban road slopes with street view imagery	5
A model to identify causality for geographic patterns	5
Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME)	5
SECT: a spatiotemporal explicit causal transformer for path-faithful spatiotemporal attribution	5
Automated optimizing method for map labeling of buildings from remote sensing images	5
A call to interpret disagreement components during classification assessment	5
Beyond absolute space: modeling disease dispersion and reactive actions from a multi-spatialization perspective	5
Gender-based violence enabled by location technologies	5
3D environments require 3D visualisations: the limitations of 2D sketch maps in capturing spatial knowledge	5
Street view imagery-based built environment auditing tools: a systematic review	5
Simplifying complex landmark models with holes for 3D maps: a topological perception-based approach	5
Integrating terrain structure characteristics into generative adversarial nets for hillshade generation	5
Leverage and Cook distance in regression with geostatistical data: methodology, simulation, and applications related to geographical information	5
Enhanced least-cost path analysis for infrastructure planning: achieving a comprehensive search space with civil engineering structures	5
A geographically neural network weighted regression with spatial autoregressive model: model design, estimation, and variable selection	5
Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception	5
Beyond the frame: evaluating panoramic vs. perspective images for assessing place perception	5
Modeling spatial variation across data distribution: a Moran eigenvector-based spatially varying quantile regression approach	5
Generating geospatial trajectories with incomplete data using graph inverse reinforcement learning	4
High-resolution population distribution prediction considering the spatiotemporal heterogeneity of geolocated behavior	4
Second-dimension outliers for spatial prediction	4
Predicting human-activity intensity in urban areas with a prior-enhanced probabilistic-deterministic model	4
An integrated process-based framework for flood phase segmentation and assessment	4
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	4
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics	4
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories	4
Spatiotemporal Flow L-function: a new method for identifying spatiotemporal clusters in geographical flow data	4
Decoding wayfinding: analyzing wayfinding processes in the outdoor environment	4
Building pattern recognition by using an edge-attention multi-head graph convolutional network	4
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features	4
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections	4
Smart Beestricts: improving the spatial resolution of air-quality data in Madrid through transfer learning	4
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome	4
Service coverage optimization for facility location: considering line-of-sight coverage in continuous demand space	4
Measuring causal strengths from spatial cross-sectional data with geographical cross mapping cardinality	4
Detecting transportation mode using dense smartphone GPS trajectories and Transformer models	4
From micro mobility to macro patterns: a vector field-based framework powered by a data-driven flow model for extracting coherent micro-macro traffic dynamics	4
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge	4
A fast modeling method for augmented reality dynamic scenes with spatio-temporal semantic constraints	4
Mapping activity locations of people from social media data enriched with time-use and satellite data: the case of cross-border commuting to Luxembourg	3
Geohealth data science for geographic knowledge discovery, prediction and transfer in health research	3
CSD-RkNN: reverse k nearest neighbors queries with conic section discriminances	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
A knowledge graph-based approach for recognizing older adults’ behavior in urban parks	3
Measuring trust in maps: development and evaluation of the MAPTRUST scale	3
A data pedigree system to support geospatial analyses of human-environment interactions in data poor contexts	3
Spatial outliers as a pattern determinant for explaining heterogeneity	3
Inferring the number of floors for residential buildings	3
A mathematical programming approach for downscaling multi-layered multi-constraint land-use models	3
Integrating topographic knowledge into point cloud simplification for terrain modelling	3
Assessing publication trends in selected GIScience journals	3
GLoRA: a novel parameter-efficient fine-tuning framework for GIS large language models	3
Transform paper-based cadastral data into digital systems using GIS and end-to-end deep learning techniques	3