OOIR: Observatory of International Research

Papers

(The TQCC of Geoinformatica is 4. 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
CIME: Context-aware geolocation of emergency-related posts	16
Graph neural network based model for multi-behavior session-based recommendation	16
Hidden Markov map matching based on trajectory segmentation with heading homogeneity	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
Emergency ambulance speed characteristics: a case study of Lesser Poland voivodeship, southern Poland	7
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
Learning the micro-environment from rich trajectories in the context of mobile crowd sensing	6
On discovering motifs and frequent patterns in spatial trajectories with discrete Fréchet distance	5
Distributed mining of convoys in large scale datasets	5
Accuracy of UAV-based DEMs without ground control points	5
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
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