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Publications

Publication Topics

Clinical Prognosis Clustering Complex Networks Computer Vision Data Management Deep Learning Education Technology Environmental Science Graph Analytics Health Monitoring Human Mobility Machine Learning Maritime Intelligence Precision Agriculture Query Optimization Recurrent Networks Spatial Intelligence Time Series Forecasting Trajectory Analysis Urban Computing

Co-authorship Network

List of Publications

DateTitle / Venue
Sep, 2026
[bibtex]
Aprendizado por Reforço para Alocação de Rins: Uma Abordagem Baseada em Policy Gradient com Dados Reais do Sistema Brasileiro de Transplantes

Ivar V. Belizario, Douglas Teodoro, Luís G. M. Andrade, Gabriel Spadon, Jose F. Rodrigues-Jr

Simpósio Brasileiro de Banco de Dados (SBBD)

Aug, 2026
[bibtex]
Does Latent Context Help? A Controlled Evaluation of Inverse Reinforcement Learning in Arctic Shipping

Vaishnav Vaidheeswaran, Dilith Jayakody, Biruk Ambaw, Jaswanth Kumar, Md Mahbub Alam, Gabriel Spadon

arXiv preprint arXiv:2608.06105

Aug, 2026
[bibtex]
Transferable Dual-Stream Representations for Mesoscale-Preserving Sea Surface Temperature Downscaling

Parth Doshi, Priyanka Aravindan, Vaishnav Vaidheeswaran, Md Mahbub Alam, Gabriel Spadon

arXiv preprint arXiv:2608.04230

Jul, 2026
[bibtex]
Covariance Last-Layer Ensembles: Function-Space Diversity for Efficient Uncertainty Quantification

H. Martin Gillis, Isaac Xu, Gabriel Spadon, Thomas Trappenberg

arXiv preprint arXiv:2607.23856

Jul, 2026
[bibtex]
From Continuous Deployment to Queryable Dataset: Terabyte-Scale AIS-Aligned Passive Acoustic Labelling

Wayne Renaud, Priyanka Aravindan, Gabriel Spadon

arXiv preprint arXiv:2607.13840

Jun, 2026
[bibtex]
MoCo-AIS: A Contrastive Learning Framework for Similarity Computation of Vessel Trajectories

Ruixin Song, Md Mahbub Alam, Zahra Sadeghi, Amilcar Soares, Jose F. Rodrigues-Jr, Gabriel Spadon

arXiv preprint arXiv:2606.17978

Jan, 2026
[bibtex]
Assessment of vessel strike risk and performance of the Canadian protection measures for North Atlantic right whales in the Gulf of St. Lawrence

Alexandra Mayette, Alexandra Krystal Cole, Shiva Jian-Javdan, Gabriel Spadon, Ronald P Pelot, Sean W Brillant

Endangered Species Research

Jan, 2026
[bibtex]
LOMAD: Local Anomaly Detection in Maritime Trajectories Using LSTM Prediction and Visual Analytics

Martim R. Teixeira, Gabriel Spadon, Claudio D. G. Linhares, Amilcar Soares

2026 27th IEEE International Conference on Mobile Data Management (MDM)

Jan, 2026
[bibtex]
The State of Brazilian Favelas: Infrastructural Regimes and Urban Inequality

Joao Pedro da Silva, Joao Porto de Albuquerque, Julio Cesar Pedrassoli, Gabriel Spadon, Jose F. Rodrigues-Jr

Research Square

Dec, 2025
[bibtex]
Modeling Maritime Transportation Behavior Using AIS Trajectories and Markovian Processes in the Gulf of St. Lawrence

Gabriel Spadon, Ruixin Song, Vaishnav Vaidheeswaran, Md Mahbub Alam, Floris Goerlandt, Ronald Pelot

2025 IEEE International Conference on Big Data (BigData)

Nov, 2025
[bibtex]
A Theoretical Framework for Environmental Similarity and Vessel Mobility as Coupled Predictors of Marine Invasive Species Pathways

Gabriel Spadon, Vaishnav Vaidheeswaran, Claudio DiBacco

arXiv preprint arXiv:2511.03499

Nov, 2025
[bibtex]
Community-Centered Spatial Intelligence for Climate Adaptation at Nova Scotia's Eastern Shore

Gabriel Spadon, Oladapo Oyebode, Camilo M. Botero, Tushar Sharma, Floris Goerlandt, Ronald Pelot

Proceedings of the 1st ACM SIGSPATIAL International Workshop on Spatial Intelligence for Smart and Connected Communities

Sep, 2025
[bibtex]
Multi-vessel Interaction-Aware Trajectory Prediction and Collision Risk Assessment

Md Mahbub Alam, Jose F. Rodrigues-Jr, Gabriel Spadon

arXiv preprint arXiv:2509.01836

Jun, 2025
[bibtex]
AI-Driven Public Health Surveillance: Analyzing Vulnerable Areas in Brazil Using Remote Sensing and Socioeconomic Data

Joao Pedro Silva, Erikson J. de Aguiar, Gabriel Spadon, Agma J. M. Traina, Jose F. Rodrigues-Jr

2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)

Jan, 2025
[bibtex]
Goal-Conditioned Reinforcement Learning for Data-Driven Maritime Navigation

Vaishnav Vaidheeswaran, Dilith Jayakody, Samruddhi Mulay, Anand Lo, Md Mahbub Alam, Gabriel Spadon

2025 IEEE International Conference on Big Data (BigData)

Jan, 2025
[bibtex]
ImPORTance - Machine Learning-Driven Analysis of Global Port Significance and Network Dynamics for Improved Operational Efficiency

Emanuele Carlini, Domenico Di Gangi, Vinicius Monteiro de Lira, Hanna Kavalionak, Amilcar Soares, Gabriel Spadon

Proceedings of the 19th International Symposium on Spatial and Temporal Data

Jan, 2025
[bibtex]
Physics-Informed Neural Networks for Vessel Trajectory Prediction: Learning Time-Discretized Kinematic Dynamics via Finite Differences

Md Mahbub Alam, Amilcar Soares, José Fernando Rodrigues-Jr, Gabriel Spadon

Proceedings of the 19th International Symposium on Spatial and Temporal Data

Sep, 2024
[bibtex]
Enhancing short-term vessel trajectory prediction with clustering for heterogeneous and multi-modal movement patterns

Md Mahbub Alam, Gabriel Spadon, Mohammad Etemad, Luis Torgo, Evangelos Milios

Ocean Engineering

Jul, 2024
[bibtex]
Enhancing global maritime traffic network forecasting with gravity-inspired deep learning models

Ruixin Song, Gabriel Spadon, Ronald Pelot, Stan Matwin, Amilcar Soares

Scientific Reports

Jan, 2024
[bibtex]
Gravity-Informed Deep Learning Framework for Predicting Ship Traffic Flow and Invasion Risk of Non-Indigenous Species via Ballast Water Discharge

Gabriel Spadon, Ruixin Song, Ronald Pelot, Stan Matwin, Amilcar Soares

Research Square

Jan, 2024
[bibtex]
Maritime tracking data analysis and integration with AISdb

Gabriel Spadon, Jay Kumar, Jinkun Chen, Matthew Smith, Casey Hilliard, Sarah Vela, Romina Gehrmann, Claudio DiBacco, Stan Matwin, Ronald Pelot

SoftwareX

Jan, 2024
[bibtex]
Multi-path long-term vessel trajectories forecasting with probabilistic feature fusion for problem shifting

Gabriel Spadon, Jay Kumar, Derek Eden, Josh van Berkel, Tom Foster, Amilcar Soares, Ronan Fablet, Stan Matwin, Ronald Pelot

Ocean Engineering

Nov, 2023
[bibtex]
A Data Augmentation Algorithm for Trajectory Data

Yaksh J. Haranwala, Gabriel Spadon, Chiara Renso, Amilcar Soares

Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data: Emerging issues and Ethical perspectives 2023

Jan, 2023
[bibtex]
Unfolding AIS Transmission Behavior for Vessel Movement Modeling on Noisy Data Leveraging Machine Learning

Gabriel Spadon, Martha D. Ferreira, Amilcar Soares, Stan Matwin

IEEE Access

Sep, 2022
[bibtex]
Pay Attention to Evolution: Time Series Forecasting With Deep Graph-Evolution Learning

Gabriel Spadon, Shenda Hong, Bruno Brandoli, Stan Matwin, Jose F. Rodrigues-Jr, Jimeng Sun

IEEE Transactions on Pattern Analysis and Machine Intelligence

Aug, 2022
[bibtex]
A Semi-Supervised Methodology for Fishing Activity Detection Using the Geometry behind the Trajectory of Multiple Vessels

Martha D. Ferreira, Gabriel Spadon, Amilcar Soares, Stan Matwin

Sensors

Jul, 2022
[bibtex]
CPAP Adherence Assessment via Gaussian Mixture Modeling of Telemonitored Apnea Therapy

Jose F. Rodrigues-Jr, Sebastien Bailly, Jean-Louis Pepin, Lorraine Goeuriot, Gabriel Spadon, Sihem Amer-Yahia

Applied Sciences

Aug, 2021
[bibtex]
Neural Networks for Seismic Data Inversion

Cassio M. Oishi, Fabio Vinícius Goes Amaral, Hugo L. França, William Hideki Nakata, Diego Alecsander de Aguiar, Gilmar Francisco de Oliveira Santos, Débora de Oliveira Medeiros, Gabriel Spadon, Jose F. Rodrigues-Jr, José Mario Martínez, Lúcio Tunes Santos, D. S. Soares Filho

Mathematics in Industry Reports

Jun, 2021
[bibtex]
Aircraft Fuselage Corrosion Detection Using Artificial Intelligence

Bruno Brandoli, André R. de Geus, Jefferson R. Souza, Gabriel Spadon, Amilcar Soares, Jose F. Rodrigues-Jr, Jerzy Komorowski, Stan Matwin

Sensors

Mar, 2021
[bibtex]
SHARq: sharing recursive queries in relational databases

Lucas C. Scabora, Gabriel Spadon, Mirela T. Cazzolato, Daniel S. Kaster, Agma J. M. Traina, Jose F. Rodrigues-Jr, Caetano Traina-Jr

Proceedings of the 36th Annual ACM Symposium on Applied Computing

Feb, 2021
[bibtex]
LIG-Doctor: Efficient patient trajectory prediction using bidirectional minimal gated-recurrent networks

Jose F. Rodrigues-Jr, Marco A. Gutierrez, Gabriel Spadon, Bruno Brandoli, Sihem Amer-Yahia

Information Sciences

Jan, 2021
[bibtex]
DropLeaf: A precision farming smartphone tool for real-time quantification of pesticide application coverage

Bruno Brandoli, Gabriel Spadon, Travis Esau, Patrick Hennessy, Andre C. P. L. Carvalho, Sihem Amer-Yahia, Jose F. Rodrigues-Jr

Computers and Electronics in Agriculture

Jul, 2020
[bibtex]
Lig-Doctor: Real-World Clinical Prognosis using a Bi-Directional Neural Network

Jose F. Rodrigues-Jr, Gabriel Spadon, Bruno Brandoli, Sihem Amer-Yahia

2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS)

Mar, 2020
[bibtex]
Enhancing recursive graph querying on RDBMS with data clustering approaches

Lucas C. Scabora, Gabriel Spadon, Paulo H. Oliveira, Jose F. Rodrigues-Jr, Caetano Traina-Jr

Proceedings of the 35th Annual ACM Symposium on Applied Computing

Sep, 2019
[bibtex]
Patient trajectory prediction in the Mimic-III dataset, challenges and pitfalls

Jose F. Rodrigues-Jr, Gabriel Spadon, Bruno Brandoli, Sihem Amer-Yahia

arXiv preprint arXiv:1909.04605

Aug, 2019
[bibtex]
Reconstructing commuters network using machine learning and urban indicators

Gabriel Spadon, Andre C. P. L. Carvalho, Jose F. Rodrigues-Jr, L. G. Alves

Scientific Reports

Jan, 2019
[bibtex]
Detecting multi-scale distance-based inconsistencies in cities through complex-networks

Gabriel Spadon, Bruno Brandoli, Danilo M. Eler, Jose F. Rodrigues-Jr

Journal of Computational Science

Oct, 2018
[bibtex]
A comparative analysis of the automatic modeling of Learning Styles through Machine Learning techniques

Lucas D. Ferreira, Gabriel Spadon, Andre C. P. L. Carvalho, Jose F. Rodrigues-Jr

2018 IEEE Frontiers in Education Conference (FIE)

Aug, 2018
[bibtex]
Caracterização Topológica de Redes Viárias por Meio da Análise de Vetores de Características e Técnicas de Agrupamento

Gabriel Spadon, Lucas C. Scabora, Marcos R. Nesso-Jr, Caetano Traina-Jr, Jose F. Rodrigues-Jr

Anais do XXXIII Simpósio Brasileiro de Banco de Dados (SBBD 2018)

Jul, 2018
[bibtex]
Recognition of Endangered Pantanal Animal Species using Deep Learning Methods

Mauro dos Santos de Arruda, Gabriel Spadon, Jose F. Rodrigues-Jr, Wesley Nunes Gonçalves, Bruno Brandoli

2018 International Joint Conference on Neural Networks (IJCNN)

Jun, 2018
[bibtex]
Cutting-edge Relational Graph Data Management with Edge-k: From One to Multiple Edges in the Same Row

Lucas C. Scabora, Paulo H. Oliveira, Gabriel Spadon, Daniel S. Kaster, Jose F. Rodrigues-Jr, Agma J. M. Traina, C. Júnior

Journal of Information and Data Management

Jun, 2018
[bibtex]
RAFIKI: Retrieval-Based Application for Imaging and Knowledge Investigation

Marcos R. Nesso-Jr, Mirela T. Cazzolato, Lucas C. Scabora, Paulo H. Oliveira, Gabriel Spadon, Jessica A. de Souza, Willian D. Oliveira, Daniel Y. T. Chino, Jose F. Rodrigues-Jr, Agma J. M. Traina, Caetano Traina-Jr

2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS)

May, 2018
[bibtex]
Hadoop Cluster Deployment: A Methodological Approach

Ronaldo C. M. Correia, Gabriel Spadon, Pedro H. A. Gomes, Danilo M. Eler, Rogério E. Garcia, Celso Olivete Junior

Information

Apr, 2018
[bibtex]
A smartphone application to measure the quality of pest control spraying machines via image analysis

Bruno Brandoli, Gabriel Spadon, Mauro dos Santos de Arruda, Wesley Nunes Gonçalves, Andre C. P. L. Carvalho, Jose F. Rodrigues-Jr

Proceedings of the 33rd Annual ACM Symposium on Applied Computing

Jan, 2018
[bibtex]
A Distance-Based Tool-Set to Track Inconsistent Urban Structures Through Complex-Networks

Gabriel Spadon, Bruno Brandoli, Danilo M. Eler, Jose F. Rodrigues-Jr

Computational Science - ICCS 2018

Jan, 2018
[bibtex]
Computer-assisted City Touring for Explorers

Gabriel Spadon, Jose F. Rodrigues-Jr

Proceedings of the Poster Track of the Workshop on Big Social Data and Urban Computing co-located with BiDU'18 at VLDB'18, Rio de Janeiro, Brazil, August 31, 2018

Jan, 2018
[bibtex]
Internet-Based Education: A New Milestone for Formal Language and Automata Courses

João E. M. Rocha, Celso Olivete Junior, Pedro H. A. Gomes, Rogério E. Garcia, Ronaldo C. M. Correia, Gabriel Spadon, Danilo M. Eler

Information Technology - New Generations (ITNG'18)

Jan, 2018
[bibtex]
Topological Street-Network Characterization Through Feature-Vector and Cluster Analysis

Gabriel Spadon, Gabriel Gimenes, Jose F. Rodrigues-Jr

Computational Science - ICCS 2018

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