OOIR: Observatory of International Research

Papers

(The median citation count of Geoinformatica is 1. 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 2021-08-01 to 2025-08-01.)

Article	Citations
Multi-type clustering using regularized tensor decomposition	38
Discovery of multi-domain spatiotemporal associations	33
A deformable convolutional time-series prediction network with extreme peak and interval calibration	28
Trajectory compression under bandwidth constraints	25
MTMGNN: Multi-time multi-graph neural network for metro passenger flow prediction	16
Personalized route recommendation through historical travel behavior analysis	15
Online meta-learning for POI recommendation	14
A multistart and recombination algorithm for finding many unique solutions to spatial aggregation problems	13
City indicators for geographical transfer learning: an application to crash prediction	12
The path is the goal: A study on the nature and effects of shortest-path stability under perturbation of destination	12
Snapshot ensemble-based residual network (SnapEnsemResNet) for remote sensing image scene classification	11
Semi-supervised geological disasters named entity recognition using few labeled data	11
Convolutional lotus effect dynamic graph neural network for satellite routing	10
SkyEye: continuous processing of moving spatial-keyword queries over moving objects	9
How do you visit: Identifying addicts from large-scale transit records via scenario deep embedding	8
SGPAC: generalized scalable spatial GroupBy aggregations over complex polygons	7
Optimizing pedestrian simulation based on expert trajectory guidance and deep reinforcement learning	6
A survey of location-based social networks: problems, methods, and future research directions	6
Geographical information system for air traffic optimization using genetic algorithm	6
An in-place Quickhull algorithm	5
A transformer-based method for vessel traffic flow forecasting	5
DLRD: dual-level network for rumor detection on geo-textual data	5
Efficient nearest-neighbor search on moving objects with durability constraints	5
HyperQuaternionE: A hyperbolic embedding model for qualitative spatial and temporal reasoning	5
A survey on the computation of representative trajectories	5

Spatiotemporal characterisation of underwater noise through semantic trajectories	4
From multiple aspect trajectories to predictive analysis: a case study on fishing vessels in the Northern Adriatic sea	4
MST-GNN: graph neural network with multi-granularity in space and time for traffic prediction	4
A topology-based approach to individual tree segmentation from airborne LiDAR data	4
Lightweight two dimensional multi-scale large kernel attention network for super-resolution of digital rock	4
Secure spatial remote sensing image matching	4
Towards general-purpose representation learning of polygonal geometries	4
A spatially-aware algorithm for location extraction from structured documents	4
Guest Editorial: Special issue on spatial and temporal database management	3
Traffic forecasting with patch-based graph convolutional recurrent network	3
Probabilistic air quality forecasting using deep learning spatial–temporal neural network	3
Editor's note	3
Knowledge distillation based lightweight building damage assessment using satellite imagery of natural disasters	3
Meta-learning based passenger flow prediction for newly-operated stations	3
Modeling directional uncertainties in 2D spaces	3
Exploring the evolution, progress, and future of point-of-interest recommendation over location-based social network: a comprehensive review	2
Creating contiguous service areas around points of dispensing for resource distribution during bio-emergencies	2
Special issue on geospatial artificial intelligence	2
Porting disk-based spatial index structures to flash-based solid state drives	2
Multilingual spatial domain natural language interface to databases	2
Terrain trees: a framework for representing, analyzing and visualizing triangulated terrains	2
Trajectory generation: a survey on methods and techniques	2
MobilityDL: a review of deep learning from trajectory data	2
NALMO: Transforming Queries in Natural Language for Moving Objects Databases	2
Time-constrained indoor keyword-aware routing: foundations and extensions	2
Rotation invariant GPS trajectory mining	2
Highway systems: How good are they, really?	2
Understanding evolution of maritime networks from automatic identification system data	1
A geometry-driven neural topic model for trip purpose inference	1
Temporal aggregation bias and Gerrymandering urban time series	1
A segmented parallel expansion algorithm for keyword-aware optimal route query	1
Fair routing in MoE for distributed spatial data: a combinatorial multi-armed bandit solution	1
Correction to: GeoImageNet: a multi-source natural feature benchmark dataset for GeoAI and supervised machine learning	1
Efficient spatial queries over complex polygons with hybrid representations	1
$$\text {MA}^{2}\text {Traj} $$: Diffusion network with multi-attribute aggregation for trajectory generation	1
3D-VoCC: 3D vortex correlation clustering on spatial data based on masked hough transform	1
Foresight plus: serverless spatio-temporal traffic forecasting	1
Individual and collective stop-based adaptive trajectory segmentation	1
Resisting TUL attack: balancing data privacy and utility on trajectory via collaborative adversarial learning	1