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 2020-10-01 to 2024-10-01.)

Article	Citations
MTMGNN: Multi-time multi-graph neural network for metro passenger flow prediction	20
Towards a semantic indoor trajectory model: application to museum visits	18
Spatial regression graph convolutional neural networks: A deep learning paradigm for spatial multivariate distributions	17
Graph neural network based model for multi-behavior session-based recommendation	16
Hidden Markov map matching based on trajectory segmentation with heading homogeneity	16
CIME: Context-aware geolocation of emergency-related posts	16
ConvGCN-RF: A hybrid learning model for commuting flow prediction considering geographical semantics and neighborhood effects	15
Evaluating the effect of compressing algorithms for trajectory similarity and classification problems	14
Towards general-purpose representation learning of polygonal geometries	12
A survey of location-based social networks: problems, methods, and future research directions	9
An analysis of twitter as a relevant human mobility proxy	8
Big mobility data analytics: recent advances and open problems	8
Personalized route recommendation through historical travel behavior analysis	7
From reanalysis to satellite observations: gap-filling with imbalanced learning	7
Semi-supervised geological disasters named entity recognition using few labeled data	7
Probabilistic forecasting using deep generative models	7
Emergency ambulance speed characteristics: a case study of Lesser Poland voivodeship, southern Poland	7
Learning the micro-environment from rich trajectories in the context of mobile crowd sensing	6
Distributed mining of convoys in large scale datasets	5
Accuracy of UAV-based DEMs without ground control points	5
On discovering motifs and frequent patterns in spatial trajectories with discrete Fréchet distance	5
GeoImageNet: a multi-source natural feature benchmark dataset for GeoAI and supervised machine learning	4
A topology-based approach to individual tree segmentation from airborne LiDAR data	4
A spatially-aware algorithm for location extraction from structured documents	4
Porting disk-based spatial index structures to flash-based solid state drives	4

Online meta-learning for POI recommendation	4
Knowledge distillation based lightweight building damage assessment using satellite imagery of natural disasters	4
From multiple aspect trajectories to predictive analysis: a case study on fishing vessels in the Northern Adriatic sea	4
Understanding evolution of maritime networks from automatic identification system data	4
MSCNet: Dense vehicle counting method based on multi-scale dilated convolution channel-aware deep network	3
Predicting Co-movement patterns in mobility data	3
City indicators for geographical transfer learning: an application to crash prediction	3
Unified active and semi-supervised learning for hyperspectral image classification	3
Cost-effective and adaptive clustering algorithm for stream processing on cloud system	3
Efficient computation of map algebra over raster data stored in the k2-acc compact data structure	3
Finding the most navigable path in road networks	3
Snapshot ensemble-based residual network (SnapEnsemResNet) for remote sensing image scene classification	3
ASNN-FRR: A traffic-aware neural network for fastest route recommendation	3
Geographical information system for air traffic optimization using genetic algorithm	3
Contextual location recommendation for location-based social networks by learning user intentions and contextual triggers	2
Conflict-Free Evacuation Route Planning	2
HyperQuaternionE: A hyperbolic embedding model for qualitative spatial and temporal reasoning	2
Reverse keyword-based location search on road networks	2
Online fleet monitoring with scalable event recognition and forecasting	2
Probabilistic air quality forecasting using deep learning spatial–temporal neural network	2
Test-data generation and integration for long-distance e-vehicle routing	2
NALMO: Transforming Queries in Natural Language for Moving Objects Databases	2
Query the trajectory based on the precise track: a Bloom filter-based approach	1
Editor’s note	1
Spatiotemporal event sequence discovery without thresholds	1
A survey on the computation of representative trajectories	1
Introduction to the special issue on smart transportation	1
Optimizing pedestrian simulation based on expert trajectory guidance and deep reinforcement learning	1
Correction to: Spatial regression graph convolutional neural networks: A deep learning paradigm for spatial multivariate distributions	1
How do you visit: Identifying addicts from large-scale transit records via scenario deep embedding	1
Terrain trees: a framework for representing, analyzing and visualizing triangulated terrains	1
Opportunistic package delivery as a service on road networks	1
Meta-learning based passenger flow prediction for newly-operated stations	1
Resisting TUL attack: balancing data privacy and utility on trajectory via collaborative adversarial learning	1
ICN: Interactive convolutional network for forecasting travel demand of shared micromobility	1
Individual and collective stop-based adaptive trajectory segmentation	1
Special issue on geospatial artificial intelligence	1
Creating contiguous service areas around points of dispensing for resource distribution during bio-emergencies	1
Optimizing vessel trajectory compression for maritime situational awareness	1
An experimental study of existing tools for outlier detection and cleaning in trajectories	1
Correction to: Introduction to the special issue on smart transportation	1
Temporal aggregation bias and Gerrymandering urban time series	1
joinTree: A novel join-oriented multivariate operator for spatio-temporal data management in Flink	1