International Journal of Geographical Information Science

Article	Citations
Analytically articulating the effect of buffer size on urban green space exposure measures	90
Improving horizon computation algorithm with quasirandom sequences	55
Multiscale spatially varying coefficient modelling using a Geographical Gaussian Process GAM	53
Incorporating multimodal context information into traffic speed forecasting through graph deep learning	52
Qualitative spatial reasoning with uncertain evidence using Markov logic networks	42
The effects of sample size and sample prevalence on cellular automata simulation of urban growth	41
GPU-accelerated parallel all-pair shortest path routing within stochastic road networks	40
An online tool with Google Earth Engine and cellular automata for seamlessly simulating global urban expansion at high resolutions	39
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi’s domain adaptability	36
The Openshaw effect	36
Combining hierarchies for spatial reasoning of hierarchical relations among places in different contexts	35
GeoAR: a calibration method for Geographic-Aware Augmented Reality	33
Optimisation of spatiotemporal context-constrained full-view area coverage deployment in camera sensor networks via quantum annealing	33
Toponym resolution leveraging lightweight and open-source large language models and geo-knowledge	32
Discovering co-location patterns in multivariate spatial flow data	30
Predicting short-term PM 2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network	30
Geospatiality: the effect of topics on the presence of geolocation in English text data	29
Understanding of the predictability and uncertainty in population distributions empowered by visual analytics	29
Familiarity-dependent computational modelling of indoor landmark selection for route communication: a ranking approach	28
Addressing equifinality in agent-based modeling: a sequential parameter space search method based on sensitivity analysis	28
Spatio-temporal graph neural networks for missing data completion in traffic prediction	27
Adding attention to the neural ordinary differential equation for spatio-temporal prediction	26
Scene-GCN: a time-series prediction method in complex monitoring environments through spatial–temporal knowledge graph (ST-KG)	26
Spatial association measures for time series with fixed spatial locations	26
Integration of Internet search data to predict tourism trends using spatial-temporal XGBoost composite model	26

Efficient inference of large-scale air quality using a lightweight ensemble predictor	26
Multi-agent reinforcement learning to unify order-matching and vehicle-repositioning in ride-hailing services	25
STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity	25
A geometry-aware attention network for semantic segmentation of MLS point clouds	23
Stakeholder interpretation of probabilistic representations of uncertainty in spatial information: an example on the nutritional quality of staple crops	23
Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories	23
A new approach for identifying urban employment centers using mobile phone data: a case study of Shanghai	21
VIS-MM: a novel map-matching algorithm with semantic fusion from vehicle-borne images	21
A multiscale measure of spatial dependence based on a discrete Fourier transform	21
Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections	20
A probabilistic framework with the gradient-based method for multi-objective land use optimization	20
Computation of the distance between a polygon and a point in spatial analysis	20
A spatiotemporal data model and an index structure for computational time geography	19
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	19
Complete trajectory extraction for moving targets in traffic scenes that considers multi-level semantic features	19
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework	19
Multi-observation points setting problem based on stepwise maximum viewshed approach	18
Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers	18
A neural network model to optimize the measure of spatial proximity in geographically weighted regression approach: a case study on house price in Wuhan	17
GIS-KG: building a large-scale hierarchical knowledge graph for geographic information science	16
STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation	16
Spatial social networks in geographic information science	15
Linking the cognitive load induced by route instruction types and building configuration during indoor route guidance, a usability study in VR	15
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks	15
Matching the building footprints of different vector spatial datasets at a similar scale based on one-class support vector machines	15
Multiscale geographically and temporally weighted regression with a unilateral temporal weighting scheme and its application in the analysis of spatiotemporal characteristics of house prices in Beijin	15
A hexagon-based method for polygon generalization using morphological operators	15
There’s no best model! Addressing limitations of land-use scenario modelling through multi-model ensembles	15
A view-tree method to compute viewsheds from digital elevation models	15
Geographically weighted regression based on a network weight matrix: a case study using urbanization driving force data in China	14
Uncertainty interval estimates for computing slope and aspect from a gridded digital elevation model	14
Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm	14
Detecting interchanges in road networks using a graph convolutional network approach	13
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data	13
A graph-based framework to integrate semantic object/land-use relationships for urban land-use mapping with case studies of Chinese cities	13
Assessing OSM building completeness using population data	13
SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling	13
Estimating door-to-door travel time using a synthetic population enriched with smart card data	13
SGWR: similarity and geographically weighted regression	13
A linearization for stable and fast geographically weighted Poisson regression	13
Informed sampling and recommendation of cycling routes: leveraging crowd-sourced trajectories with weighted-latent Dirichlet allocation	12
Context-aware movement analysis in ecology: a systematic review	12
A new two-step estimation approach for retrieving surface urban heat island intensity and footprint based on urban-rural temperature gradients	12
Optimizing UAV traffic monitoring routes during rush hours considering spatiotemporal variation of monitoring demand	12
An offline map matching algorithm based on shortest paths	12
A cost-effective algorithm for calibrating multiscale geographically weighted regression models	12
Modeling vague spatiotemporal objects based on interval type-2 fuzzy sets	11
Measuring spatial nonstationary effects of POI-based mixed use on urban vibrancy using Bayesian spatially varying coefficients model	11
CoYangCZ: a new spatial interpolation method for nonstationary multivariate spatial processes	11
Capturing dynamic navigable space: an interactive semantic model to expand functional space for 3D indoor navigation	11

Children’s walking to urban services: an analysis of pedestrian access to social infrastructures and its relationship with land use	10
Scheduling distributed multiway spatial join queries: optimization models and algorithms	10
Multipurpose temporal GIS model for cadastral data management	10
An unsupervised framework for extracting multilane roads from OpenStreetMap	10
A small area index of gentrification, applied to New York City	10
Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories	9
Extracting and evaluating typical characteristics of rural revitalization using web text mining	9
A methodology to Geographic Cellular Automata model accounting for spatial heterogeneity and adaptive neighborhoods	9
Uncovering the association between traffic crashes and street-level built-environment features using street view images	9
The influence of uncertainty visualization on cognitive load in a safety- and time-critical decision-making task	9
Visual attention-guided augmented representation of geographic scenes: a case of bridge stress visualization	9
Zero-shot urban function inference with street view images through prompting a pretrained vision-language model	9
An ensemble spatial prediction method considering geospatial heterogeneity	8
A hierarchical deep reinforcement learning method for solving urban route planning problems under large-scale customers and real-time traffic conditions	8
A novel approach to improve population mapping considering facility-based service capacity and land livability	8
Visit probability and accessibility within space–time prism of activity program	8
A local indicator of stratified power	8
GeoEntity-type constrained knowledge graph embedding for predicting natural-language spatial relations	8
Generating lane-level road networks from high-precision trajectory data with lane-changing behavior analysis	8
A systematic scheme to maintain multiple characteristics for effective polygon rasterization	8
Collective flow-evolutionary patterns reveal the mesoscopic structure between snapshots of spatial network	8
A 3D visible space index for evaluating urban openness based on the digital urban model	8
Multi-nomenclature, multi-resolution joint translation: an application to land-cover mapping	8
Assessing and benchmarking 3D city models	7
A multi-source spatio-temporal data cube for large-scale geospatial analysis	7
Disaster vulnerability in road networks: a data-driven approach through analyzing network topology and movement activity	7
An efficient multiple scanning order algorithm for accumulative least-cost surface calculation	7
A demographic optimization proximity model for air pollution exposure assessment	7
The impact of spatial scale on layout learning and individual evacuation behavior in indoor fires: single-scale learning perspectives	7
Stochastic gradient geographical weighted regression (sgGWR): scalable bandwidth optimization for geographically weighted regression	7
Interpretable machine learning for analysing heterogeneous drivers of geographic events in space-time	7
Joint variable selection of both fixed and random effects for Gaussian process-based spatially varying coefficient models	7
Dynamic viewshed analysis based on the digital elevation model: dynamic range proximity-direction-elevation reference line	7
Spatially constrained statistical approach for determining the optimal number of regions in regionalization	7
Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation	7
Uncovering human behavioral heterogeneity in urban mobility under the impacts of disruptive weather events	7
Identification of enclaves and exclaves by computation based on point-set topology	7
A skeleton extraction method for large-scale spatial interaction networks considering spatial distribution characteristics	7
Alleviating the resolution limit problem in spatial community detection: a local network structure-based method	6
3D building metrics for urban morphology	6
A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks	6
Point-feature label placement with maximum entropy principle	6
Scalable 3D mapping of cities using computer vision and signals of opportunity	6
An explainable spatial interpolation method considering spatial stratified heterogeneity	6
A streamlined approach to uncertainty and sensitivity analysis for models with spatial outputs with an example from geodiversity assessment	6
Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI	6
HMLPA*: a hierarchical multi-target LPA* pathfinding algorithm designed for dynamic indoor path network	6
Efficient matrix algebra encoding for urban solar irradiation simulation: fine-grid ground-level estimation with vector data	6
Transform paper-based cadastral data into digital systems using GIS and end-to-end deep learning techniques	6
Spatial hotspot detection in the presence of global spatial autocorrelation	6
Gradient-based optimization for multi-scale geographically weighted regression	6
Assessing the suitability of urban-oriented land cover products for mapping rural settlements	6
Unraveling environmental risk awareness in China over four decades from mass media and academic archives	6
A structural catalogue of the settlement morphology in refugee and IDP camps	6
Automated generation of concentric circles metro maps using mixed-integer optimization	5
A hierarchical model with hexagon grids for multi-objective route planning in large-scale off-road environments	5
BTS: a binary tree sampling strategy for object identification based on deep learning	5
Identifying the cargo types of road freight with semi-supervised trajectory semantic enhancement	5
Discovering source areas of disease outbreaks based on ring-shaped hotspot detection in road network space	5
A local encryption method for large-scale vector maps based on spatial hierarchical index and 4D hyperchaotic system	5
MNCD-KE: a novel framework for simultaneous attribute- and interaction-based geographical regionalization	5
Location retrieval using qualitative place signatures of visible landmarks	5
Detecting spatiotemporal propagation patterns of traffic congestion from fine-grained vehicle trajectory data	5
NLA-GCL-Net: semantic segmentation of large-scale surveying point clouds based on neighborhood label aggregation (NLA) and global context learning (GCL)	5
Extending regionalization algorithms to explore spatial process heterogeneity	5
Automatic extraction of building geometries based on centroid clustering and contour analysis on oblique images taken by unmanned aerial vehicles	5
Towards a training data model for artificial intelligence in earth observation	5
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness	5
A methodology to quantify the neighborhood decay effect of urban cellular automata models	5
Automatic road network selection method considering functional semantic features of roads with graph convolutional networks	5
Geographical and linguistic perspectives on developing geoparsers with generic resources	5
Micromobility systems and disease transmission: a spatially explicit agent-based approach	4
Updating and backdating analyses for mitigating uncertainties in land change modeling: a case study of the Ci Kapundung upper water catchment area, Java Island, Indonesia	4
A narrative analysis of the 2SFCA and i2SFCA methods	4
Simplification of contour lines, based on axial splines, with high-quality results	4
How good is TanDEM-X 50 m forest/non-forest map? Product validation using temporally corrected geo-browser supplied imagery through Collect Earth	4
Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features	4
Measuring trust in maps: development and evaluation of the MAPTRUST scale	4
A graph neural network framework for spatial geodemographic classification	4
Simulating human mobility with a trajectory generation framework based on diffusion model	4

A multi-hierarchical method to extract spatial network structures from large-scale origin-destination flow data	4
Spatial ensemble learning for predicting the potential geographical distribution of invasive species	4
Quantifying local mobility patterns in urban human mobility data	4
Visualising post-disaster damage on maps: a user study	4
Exploring geospatial digital twins: a novel panorama-based method with enhanced representation of virtual geographic scenes in Virtual Reality (VR)	4
A machine learning based approach for generating point sketch maps from qualitative directional information	4
Urban land-use analysis using proximate sensing imagery: a survey	4
Statistical tests for the local spatial variance	4
Assessing publication trends in selected GIScience journals	4
Topological data analysis for geographical information science using persistent homology	3
An evaluation of geo-located Twitter data for measuring human migration	3
Explainable GeoAI: can saliency maps help interpret artificial intelligence’s learning process? An empirical study on natural feature detection	3
Leveraging temporal changes of spatial accessibility measurements for better policy implications: a case study of electric vehicle (EV) charging stations in Seoul, South Korea	3
On the calibration of multiscale geographically and temporally weighted regression models	3
OSMsc: a framework for semantic 3D city modeling using OpenStreetMap	3
Inferring the number of floors for residential buildings	3
Spatiotemporal proximity analysis of heterogeneous and heterochronous time-geographical entities	3
Spatiotemporal mobility network of global scientists, 1970–2020	3
A topology-based graph data model for indoor spatial-social networking	3
Toward urban traffic scenarios and more: a spatio-temporal analysis empowered low-rank tensor completion method for data imputation	3
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	3
Space-time tree: a spatiotemporal construct for efficient similarity matrix calculations among network-constrained trajectories	3
Global GNSS PDOP calculation method based on hexagonal discrete grid	3
Multiscale cooperative optimization in multiscale geographically weighted regression models	3
GeomorPM: a geomorphic pretrained model integrating convolution and Transformer architectures based on DEM data	3
Area and Feature Guided Regularised Random Forest: a novel method for predictive modelling of binary phenomena. The case of illegal landfill in Canary Island	3
Probabilistic qualitative spatial reasoning with applications to GeoQA	3
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes	3
A review of crowdsourced geographic information for land-use and land-cover mapping: current progress and challenges	3
Using an attention-based architecture to incorporate context similarity into spatial non-stationarity estimation	3
Towards an integrated approach for managing and streaming 3D spatial data at the component level in spatial data infrastructures	3
Advancing human mobility modeling: a novel path flow approach to mining traffic congestion dynamics	3
Spatially thinned bootstrap and random toroidal shift methods for correct estimation of P-values of maps similarity	3
GeoTool-GPT: a trainable method for facilitating Large Language Models to master GIS tools	3
A knowledge representation model based on the geographic spatiotemporal process	3
Estimating urban noise along road network from street view imagery	3
Detecting spatiotemporal extents of traffic congestion: a density-based moving object clustering approach	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
CATS: Conditional Adversarial Trajectory Synthesis for privacy-preserving trajectory data publication using deep learning approaches	3
Automatic sketch map creation from labeled planar graph	3
A robust M-estimation framework for spatial autoregressive models: loss function design and optimization strategies	3
Geographical and temporal density regression	3
Lane extraction from trajectories at road intersections based on Graph Transformer Network	3
A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance	3