OOIR: Observatory of International Research

Papers

(The TQCC of International Journal of Geographical Information Science is 10. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-07-01 to 2024-07-01.)

Article	Citations
Common mistakes in ecological niche models	177
A comparative study of heterogeneous ensemble-learning techniques for landslide susceptibility mapping	143
An augmented representation method of debris flow scenes to improve public perception	108
Understanding the modifiable areal unit problem in dockless bike sharing usage and exploring the interactive effects of built environment factors	77
A methodological framework for analysis of participatory mapping data in research, planning, and management	61
A review of location encoding for GeoAI: methods and applications	60
A comparison of a gradient boosting decision tree, random forests, and artificial neural networks to model urban land use changes: the case of the Seoul metropolitan area	51
A geographically weighted artificial neural network	46
Walking through the forests of the future: using data-driven virtual reality to visualize forests under climate change	43
From 2SFCA to i2SFCA: integration, derivation and validation	42
Reproducibility and replicability: opportunities and challenges for geospatial research	40
A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation	38
GANmapper: geographical data translation	31
Prediction of human activity intensity using the interactions in physical and social spaces through graph convolutional networks	31
Estimating urban functional distributions with semantics preserved POI embedding	31
A distributed framework for extracting maritime traffic patterns	30
Compliance and containment in social distancing: mathematical modeling of COVID-19 across townships	30
An interactive detector for spatial associations	30
A BiLSTM-CNN model for predicting users’ next locations based on geotagged social media	27
Application of a graph convolutional network with visual and semantic features to classify urban scenes	27
Measuring the similarity between multipolygons using convex hulls and position graphs	26
A comprehensive quality assessment framework for linear features from Volunteered Geographic Information	26
A knowledge representation model based on the geographic spatiotemporal process	25
Mapping monthly population distribution and variation at 1-km resolution across China	25
3D building metrics for urban morphology	24

Establishing the integrated science of movement: bringing together concepts and methods from animal and human movement analysis	23
Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges	23
Exploring the vertical dimension of street view image based on deep learning: a case study on lowest floor elevation estimation	22
Dynamical community detection and spatiotemporal analysis in multilayer spatial interaction networks using trajectory data	22
Fractal evolution of urban street networks in form and structure: a case study of Hong Kong	22
GazPNE: annotation-free deep learning for place name extraction from microblogs leveraging gazetteer and synthetic data by rules	21
A constraint-based approach for identifying the urban–rural fringe of polycentric cities using multi-sourced data	21
Delineation of cities based on scaling properties of urban patterns: a comparison of three methods	21
Identifying home locations in human mobility data: an open-source R package for comparison and reproducibility	20
Identify urban building functions with multisource data: a case study in Guangzhou, China	20
Detecting interchanges in road networks using a graph convolutional network approach	20
A hybrid approach to building simplification with an evaluator from a backpropagation neural network	20
Aligning geographic entities from historical maps for building knowledge graphs	19
On the suitability of a unified GIS-BIM-HBIM framework for cataloguing and assessing vulnerability in Historic Urban Landscapes: a critical review	19
A topic model based framework for identifying the distribution of demand for relief supplies using social media data	19
Indoor mapping and modeling by parsing floor plan images	18
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	18
Deriving map images of generalised mountain roads with generative adversarial networks	18
Assessing OSM building completeness using population data	18
Transformer based named entity recognition for place name extraction from unstructured text	17
Assessing COVID-induced changes in spatiotemporal structure of mobility in the United States in 2020: a multi-source analytical framework	17
Detecting spatiotemporal extents of traffic congestion: a density-based moving object clustering approach	17
A method to evaluate task-specific importance of spatio-temporal units based on explainable artificial intelligence	17
Assessing and benchmarking 3D city models	17
Geo-knowledge-guided GPT models improve the extraction of location descriptions from disaster-related social media messages	16
The impact of spatial scale on layout learning and individual evacuation behavior in indoor fires: single-scale learning perspectives	16
Local fuzzy geographically weighted clustering: a new method for geodemographic segmentation	16
SNN_flow: a shared nearest-neighbor-based clustering method for inhomogeneous origin-destination flows	16
Leveraging temporal changes of spatial accessibility measurements for better policy implications: a case study of electric vehicle (EV) charging stations in Seoul, South Korea	16
Discovering co-location patterns in multivariate spatial flow data	16
A quantitative comparison of regionalization methods	15
Delineating urban job-housing patterns at a parcel scale with street view imagery	15
A generalized heterogeneity model for spatial interpolation	15
Pattern-based identification and mapping of landscape types using multi-thematic data	15
Synthesizing location semantics from street view images to improve urban land-use classification	15
Analysis of the performance and robustness of methods to detect base locations of individuals with geo-tagged social media data	15
Towards a training data model for artificial intelligence in earth observation	15
Development of a multiscale discretization method for the geographical detector model	15
Discovering regions of anomalous spatial co-locations	14
A multi-source spatio-temporal data cube for large-scale geospatial analysis	14
Graph neural networks with constraints of environmental consistency for landslide susceptibility evaluation	14
Identifying urban growth patterns through land-use/land-cover spatio-temporal metrics: Simulation and analysis	14
Detecting geospatial location descriptions in natural language text	14
A spatial model of cognitive distance in cities	14
Discovery of statistically significant regional co-location patterns on urban road networks	13
Land cover harmonization using Latent Dirichlet Allocation	13
Vehicular crowd-sensing: a parametric routing algorithm to increase spatio-temporal road network coverage	12
Urban traffic flow prediction: a dynamic temporal graph network considering missing values	12
The effects of sample size and sample prevalence on cellular automata simulation of urban growth	12
An exact statistical method for analyzing co-location on a street network and its computational implementation	12

Urban land-use analysis using proximate sensing imagery: a survey	12
A Bayesian spatio-temporal model to analyzing the stability of patterns of population distribution in an urban space using mobile phone data	12
Loosening the grid: topology as the basis for a more inclusive GIS	12
GIS-KG: building a large-scale hierarchical knowledge graph for geographic information science	12
Quantifying historical landscape change with repeat photography: an accuracy assessment of geospatial data obtained through monoplotting	11
Integration of Internet search data to predict tourism trends using spatial-temporal XGBoost composite model	11
FAIR geovisualizations: definitions, challenges, and the road ahead	11
Spatial social networks in geographic information science	11
A trajectory restoration algorithm for low-sampling-rate floating car data and complex urban road networks	11
On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes	11
Spatial machine-learning model diagnostics: a model-agnostic distance-based approach	10
Measuring hub locations in time-evolving spatial interaction networks based on explicit spatiotemporal coupling and group centrality	10
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid	10
Using vertices of a triangular irregular network to calculate slope and aspect	10
Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester	10
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks	10
Decentralized geoprivacy: leveraging social trust on the distributed web	10
Enriching the metadata of map images: a deep learning approach with GIS-based data augmentation	10