Allan Mariano de Souza

According to our database, Allan Mariano de Souza authored at least 70 papers between 2014 and 2025.

Collaborative distances:

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2025

Reducing communication overhead through one-shot model pruning in federated learning.

Rómulo Walter Condori Bustincio, Allan Mariano de Souza, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Luiz F. Bittencourt

Ann. des Télécommunications, October, 2025

A Novel Prediction Technique for Federated Learning.

Cláudio Gustavo S. Capanema, Allan Mariano de Souza, Joahannes B. D. da Costa, Fabrício A. Silva, Leandro A. Villas, Antonio A. F. Loureiro

IEEE Trans. Emerg. Top. Comput., 2025

Synthetic Driving Conditions Data Generation Using Federated Generative Adversarial Networks.

David de Melo A. Dos Reis, Allan Mariano de Souza

J. Internet Serv. Appl., 2025

Empowering Client Selection with Local Knowledge Distillation for Efficient Federated Learning in Non-IID Data.

Aissa Hadj Mohamed, Joahannes B. D. da Costa, Allan Mariano de Souza, Leandro A. Villas, Júlio Cesar dos Reis

J. Internet Serv. Appl., 2025

Which One is Better? Distributed Artificial Intelligence Strategies for Accurate Vehicular Emissions Forecasting.

Carnot Braun, Rafael O. Jarczewski, Allan Mariano de Souza

J. Internet Serv. Appl., 2025

2024

Federated learning energy saving through client selection.

Filipe Maciel, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas, Torsten Braun

Pervasive Mob. Comput., 2024

Adaptive client selection with personalization for communication efficient Federated Learning.

Allan Mariano de Souza, Filipe Maciel, Joahannes B. D. da Costa, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas

Ad Hoc Networks, 2024

EcoPredict: Assessing Distributed Machine Learning Methods for Predicting Urban Emissions.

Carnot Braun, Joahannes B. D. da Costa, Leandro A. Villas, Allan Mariano de Souza

Proceedings of the 100th IEEE Vehicular Technology Conference, 2024

Efficient Federated Learning for Heterogeneous Data: A Client Selection and Adaptive Knowledge Distillation Approach.

Aissa Hadj Mohamed, Joahannes B. D. da Costa, Allan Mariano de Souza, Leandro A. Villas, Júlio Cesar dos Reis

Proceedings of the 17th IEEE/ACM International Conference on Utility and Cloud Computing, 2024

Minimizing Communication Overhead via Wavelet-Based Model Compression in Federated Learning.

Rómulo Walter Condori Bustincio, Jorge L. Díaz Calle, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Allan Mariano de Souza, Luiz F. Bittencourt

Proceedings of the 17th IEEE/ACM International Conference on Utility and Cloud Computing, 2024

Combining Client Selection Strategy with Knowledge Distillation for Federated Learning in non-IID Data.

Aissa Hadj Mohamed, Joahannes B. D. da Costa, Leandro A. Villas, Júlio Cesar dos Reis, Allan Mariano de Souza

Proceedings of the IEEE Symposium on Computers and Communications, 2024

Partial Training Mechanism to Handle the Impact of Stragglers in Federated Learning with Heterogeneous Clients.

Bruno S. Martins, Allan Mariano de Souza, Denis Rosário, Carlos A. Astudillo, Eduardo Cerqueira, Leandro Villas

Proceedings of the IEEE Symposium on Computers and Communications, 2024

Let's Federate - Effective Communication Strategy for Dynamic Client Participation.

Rafael O. Jarczewski, Eduardo Cerqueira, Luiz F. Bittencourt, Antonio A. F. Loureiro, Leandro A. Villas, Allan Mariano de Souza

Proceedings of the International Conference on Machine Learning and Applications, 2024

FedSCCS: Hierarchical Clustering with Multiple Models for Federated Learning.

Gabriel U. Talasso, Allan Mariano de Souza, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas

Proceedings of the IEEE International Conference on Communications, 2024

Adaptive Fit Fraction Based on Model Performance Evolution in Federated Learning.

Filipe Maciel, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Allan Mariano de Souza, Leandro A. Villas, Luiz F. Bittencourt

Proceedings of the 11th International Conference on Future Internet of Things and Cloud, 2024

2023

Mobility-aware Vehicular Cloud formation mechanism for Vehicular Edge Computing environments.

Joahannes B. D. da Costa, Wellington Lobato, Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, Leandro A. Villas

Ad Hoc Networks, December, 2023

Automatic Extraction of Conversation Flows from Human Dialogues: Understanding Their Impact to Refine NLP Models.

Matheus Ferraroni Sanches, Jáder Martins Camboim de Sá, Rafael Roque de Souza, Allan Mariano de Souza, Júlio Cesar dos Reis, Leandro Aparecido Villas

SN Comput. Sci., November, 2023

Mobility and Deadline-Aware Task Scheduling Mechanism for Vehicular Edge Computing.

Joahannes B. D. da Costa, Allan Mariano de Souza, Rodolfo I. Meneguette, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, Leandro Villas

IEEE Trans. Intell. Transp. Syst., October, 2023

Service Provisioning in Edge-Cloud Continuum: Emerging Applications for Mobile Devices.

Diego O. Rodrigues, Allan Mariano de Souza, Torsten Braun, Guilherme Maia, Antonio A. F. Loureiro, Leandro A. Villas

J. Internet Serv. Appl., January, 2023

Improving Fairness and Performance in Resource Usage for Vehicular Edge Computing.

Joahannes B. D. da Costa, Allan Mariano de Souza, Wellington Lobato, Denis Rosário, Christoph Sommer, Leandro Villas

Proceedings of the 98th IEEE Vehicular Technology Conference, 2023

CCSF: Clustered Client Selection Framework for Federated Learning in non-IID Data.

Aissa Hadj Mohamed, Allan Mariano de Souza, Joahannes B. D. da Costa, Leandro A. Villas, Júlio Cesar dos Reis

Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

EntropicFL: Efficient Federated Learning via Data Entropy and Model Divergence.

Rómulo Walter Condori Bustincio, Allan Mariano de Souza, Joahannes B. D. da Costa, Luiz F. Bittencourt

Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

Dispositivos, Eu Escolho Vocês: Seleção de Clientes Adaptativa para Comunicação Eficiente em Aprendizado Federado.

Allan Mariano de Souza, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas

Proceedings of the 41st Brazilian Symposium on Computer Networks and Distributed Systems, 2023

Resource Aware Client Selection for Federated Learning in IoT Scenarios.

Filipe Maciel, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas

Proceedings of the 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things, 2023

FedPredict: Combining Global and Local Parameters in the Prediction Step of Federated Learning.

Cláudio Gustavo S. Capanema, Allan Mariano de Souza, Fabrício A. Silva, Leandro A. Villas, Antonio A. F. Loureiro

Proceedings of the 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things, 2023

Compressed Client Selection for Efficient Communication in Federated Learning.

Aissa Hadj Mohamed, Nícolas R. G. Assumpçáo, Carlos A. Astudillo, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas

Proceedings of the 20th IEEE Consumer Communications & Networking Conference, 2023

2022

Enhancing Sensing and Decision-Making of Automated Driving Systems With Multi-Access Edge Computing and Machine Learning.

Allan Mariano de Souza, Horacio A. B. F. de Oliveira, Zhongliang Zhao, Torsten Braun, Antonio A. F. Loureiro, Leandro A. Villas

IEEE Intell. Transp. Syst. Mag., 2022

FLEXE: Investigating Federated Learning in Connected Autonomous Vehicle Simulations.

Wellington Lobato, Joahannes B. D. da Costa, Allan Mariano de Souza, Denis Rosário, Christoph Sommer, Leandro A. Villas

Proceedings of the 96th Vehicular Technology Conference, 2022

Efficient Pareto Optimality-based Task Scheduling for Vehicular Edge Computing.

Joahannes B. D. da Costa, Allan Mariano de Souza, Denis Rosário, Christoph Sommer, Leandro A. Villas

Proceedings of the 96th Vehicular Technology Conference, 2022

Escalonamento de Tarefas Ciente de Contexto para Computação de Borda Veicular.

Joahannes B. D. da Costa, Allan Mariano de Souza, Rodolfo I. Meneguette, Eduardo Cerqueira, Denis Rosário, Leandro A. Villas

Proceedings of the 40th Brazilian Symposium on Computer Networks and Distributed Systems, 2022

NEMESIS: Mecanismo para Formação de Nuvens Veiculares Baseado em Previsão de Mobilidade.

Joahannes B. D. da Costa, Wellington Lobato Jr., Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Leandro A. Villas

Proceedings of the 40th Brazilian Symposium on Computer Networks and Distributed Systems, 2022

A Novel Short-term Vehicle Location Prediction using Temporal Graph Neural Networks.

Farimasadat Miri, Alireza A. Namanloo, Allan Mariano de Souza, Richard W. Pazzi

Proceedings of the IEEE Latin-American Conference on Communications, 2022

MCCD: Generating Human Natural Language Conversational Datasets.

Matheus Ferraroni Sanches, Jáder M. C. de Sá, Allan Mariano de Souza, Diego A. Silva, Rafael Roque de Souza, Júlio Cesar dos Reis, Leandro A. Villas

Proceedings of the 24th International Conference on Enterprise Information Systems, 2022

2021

Towards a Personalized Multi-objective Vehicular Traffic Re-routing System.

Allan Mariano de Souza

PhD thesis, 2021

Reinforcement Learning-designed LSTM for Trajectory and Traffic Flow Prediction.

Mostafa Karimzadeh, Ryan Aebi, Allan Mariano de Souza, Zhongliang Zhao, Torsten Braun, Susana Sargento, Leandro Villas

Proceedings of the IEEE Wireless Communications and Networking Conference, 2021

Mecanismo Eficiente de Localização Cooperativa para Veículos Autônomos Conectados.

Wellington Lobato Jr., Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Leandro Villas

Proceedings of the 39th Brazilian Symposium on Computer Networks and Distributed Systems, 2021

2020

Safe and Sound: Driver Safety-Aware Vehicle Re-Routing Based on Spatiotemporal Information.

Allan Mariano de Souza, Torsten Braun, Leonardo C. Botega, Leandro A. Villas, Antonio A. F. Loureiro

IEEE Trans. Intell. Transp. Syst., 2020

An adaptive and Distributed Traffic Management System using Vehicular Ad-hoc Networks.

Thiago S. Gomides, Robson E. De Grande, Allan Mariano de Souza, Fernanda S. H. Souza, Leandro A. Villas, Daniel L. Guidoni

Comput. Commun., 2020

A Cache Strategy for Intelligent Transportation System to Connected Autonomous Vehicles.

Wellington Lobato, Allan Mariano de Souza, Maycon L. M. Peixoto, Denis do Rosário, Leandro Villas

Proceedings of the 92nd IEEE Vehicular Technology Conference, 2020

Vem Tranquilo: Rotas Eficientes baseado na Dinâmica Urbana Futura com Deep Learning e Computação de Borda.

Allan Mariano de Souza, Leandro Aparecido Villas

Proceedings of the XXXVIII Brazilian Symposium on Computer Networks and Distributed Systems, 2020

CERVA: Roteamento Contextual para Veículos com Risco Espaço-temporal.

Lucas Zanco Ladeira, Allan Mariano de Souza, Thiago Henrique Silva, Geraldo Pereira Rocha Filho, Maycon Leone Maciel Peixoto, Leandro Aparecido Villas

Proceedings of the XXXVIII Brazilian Symposium on Computer Networks and Distributed Systems, 2020

GIN: Better going safe with personalized routes.

Lucas Zanco Ladeira, Allan Mariano de Souza, Heitor S. Ramos, Leandro Aparecido Villas

Proceedings of the IEEE Symposium on Computers and Communications, 2020

PONCHE: Personalized and Context-Aware Vehicle Rerouting Service.

Lucas Zanco Ladeira, Allan Mariano de Souza, Thiago Henrique Silva, Richard W. Pazzi, Leandro A. Villas

Proceedings of the 13th IEEE International Conference on Cloud Computing, 2020

2019

An Interest-Based Approach for Reducing Network Contentions in Vehicular Transportation Systems.

Allan Mariano de Souza, Guilherme Maia, Torsten Braun, Leandro A. Villas

Sensors, 2019

Better safe than sorry: a vehicular traffic re-routing based on traffic conditions and public safety issues.

Allan Mariano de Souza, Torsten Braun, Leonardo C. Botega, Raquel Cabral, Islene C. Garcia, Leandro A. Villas

J. Internet Serv. Appl., 2019

Efficient data dissemination protocol based on complex networks' metrics for urban vehicular networks.

Joahannes B. D. da Costa, Allan Mariano de Souza, Denis do Rosário, Eduardo Cerqueira, Leandro A. Villas

J. Internet Serv. Appl., 2019

Vehicular software-defined networking and fog computing: Integration and design principles.

Jéferson Campos Nobre, Allan Mariano de Souza, Denis do Rosário, Cristiano Both, Leandro A. Villas, Eduardo Cerqueira, Torsten Braun, Mario Gerla

Ad Hoc Networks, 2019

Serviço de Sugestão de Rotas Seguras para Veículos.

Lucas Zanco Ladeira, Allan Mariano de Souza, Geraldo P. R. Filho, Thiago Henrique Silva, Leandro Villas

Proceedings of the XXXVII Brazilian Symposium on Computer Networks and Distributed Systems, 2019

Optimizing Infrastructure Placement with Genetic Algorithm: A Traffic Management Use Case.

Matheus Ferraroni Sanches, Allan Mariano de Souza, Wellington Lobato, Leandro A. Villas

Proceedings of the 2019 IEEE Latin-American Conference on Communications, 2019

MARTINI: Towards a mobile and variable time window identification for spatio-temporal data.

Lucas Zanco Ladeira, Allan Mariano de Souza, Geraldo Pereira Rocha Filho, Thiago Henrique Silva, Matheus Ferraroni Sanches, Leandro Aparecido Villas

Proceedings of the 2019 IEEE Latin-American Conference on Communications, 2019

2018

Itssafe: An Intelligent Transportation System for Improving Safety and Traffic Efficiency.

Allan Mariano de Souza, Lehilton L. C. Pedrosa, Leonardo C. Botega, Leandro Villas

Proceedings of the 87th IEEE Vehicular Technology Conference, 2018

Por Aqui é Mais Seguro: Melhorando a Mobilidade e a Segurança nas Vias Urbanas.

Allan Mariano de Souza, Leonardo C. Botega, Islene Calciolari Garcia, Leandro A. Villas

Proceedings of the XXXVI Brazilian Symposium on Computer Networks and Distributed Systems, 2018

Protocolo para Disseminação de Dados em VANETs baseado em Métricas de Redes Complexas: Um Estudo de Caso com Sistema de Gerenciamento de Trânsito.

Joahannes Costa, Denis Rosário, Allan Mariano de Souza, Leandro A. Villas, Eduardo Cerqueira

Proceedings of the XXXVI Brazilian Symposium on Computer Networks and Distributed Systems, 2018

Efficient Context-Aware Vehicular Traffic Re-Routing Based on Pareto-Optimality: A Safe-Fast Use Case.

Allan Mariano de Souza, Torsten Braun, Leandro Villas

Proceedings of the 21st International Conference on Intelligent Transportation Systems, 2018

Data Dissemination Based on Complex Networks' Metrics for Distributed Traffic Management Systems.

Joahannes Costa, Denis do Rosário, Allan Mariano de Souza, Leandro A. Villas, Eduardo Cerqueira

Proceedings of the 2018 IEEE Symposium on Computers and Communications, 2018

FnS: Enhancing Traffic Mobility and Public Safety based on a Hybrid Transportation System.

Allan Mariano de Souza, Leonardo C. Botega, Leandro A. Villas

Proceedings of the 14th International Conference on Distributed Computing in Sensor Systems, 2018

2017

Traffic management systems: A classification, review, challenges, and future perspectives.

Allan Mariano de Souza, Celso A. R. L. Brennand, Roberto Sadao Yokoyama, Erick Donato, Edmundo Roberto Mauro Madeira, Leandro A. Villas

Int. J. Distributed Sens. Networks, 2017

GTE: Um Sistema para Gerenciamento de Trânsito Escalável baseado em Compartilhamento Oportunista.

Allan Mariano de Souza, Leonardo C. Botega, Leandro A. Villas

Proceedings of the XXXV Brazilian Symposium on Computer Networks and Distributed Systems, 2017

Centrality-based data dissemination protocol for vehicular ad hoc networks.

Joahannes Costa, Wellington Lobato, Allan Mariano de Souza, Denis do Rosário, Leandro A. Villas, Eduardo Cerqueira

Proceedings of the 16th IEEE International Symposium on Network Computing and Applications, 2017

A fully-distributed advanced traffic management system based on opportunistic content sharing.

Allan Mariano de Souza, Nelson L. S. da Fonseca, Leandro Villas

Proceedings of the IEEE International Conference on Communications, 2017

2016

ICARUS: Improvement of traffic Condition through an Alerting and Re-routing System.

Allan Mariano de Souza, Roberto Sadao Yokoyama, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro Aparecido Villas

Comput. Networks, 2016

SPARTAN: A Solution to Prevent Traffic Jam with Real-Time Alert and Re-Routing for Smart City.

Allan Mariano de Souza, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas

Proceedings of the IEEE 84th Vehicular Technology Conference, 2016

A Fully-distributed Traffic Management System to Improve the Overall Traffic Efficiency.

Allan Mariano de Souza, Leandro Aparecido Villas

Proceedings of the 19th ACM International Conference on Modeling, 2016

Real-time path planning to prevent traffic jam through an intelligent transportation system.

Allan Mariano de Souza, Roberto Sadao Yokoyama, Guilherme Maia, Antonio A. F. Loureiro, Leandro Aparecido Villas

Proceedings of the IEEE Symposium on Computers and Communication, 2016

2015

Minimizing traffic jams in urban Centers using vehicular ad hoc networks.

Allan Mariano de Souza, Roberto Sadao Yokoyama, Guilherme Maia, Antonio Alfredo Ferreira Loureiro, Leandro A. Villas

Proceedings of the 7th International Conference on New Technologies, Mobility and Security, 2015

An intelligent transportation system for detection and control of congested roads in urban centers.

Celso A. R. L. Brennand, Allan Mariano de Souza, Guilherme Maia, Azzedine Boukerche, Heitor S. Ramos, Antonio A. F. Loureiro, Leandro A. Villas

Proceedings of the 2015 IEEE Symposium on Computers and Communication, 2015

GARUDA: A New Geographical Accident Aware Solution to Reduce Urban Congestion.

Allan Mariano de Souza, Roberto Sadao Yokoyama, Nelson Luis Saldanha da Fonseca, Rodolfo Ipolito Meneguette, Leandro Aparecido Villas

Proceedings of the 15th IEEE International Conference on Computer and Information Technology, 2015

Scorpion: A Solution Using Cooperative Rerouting to Prevent Congestion and Improve Traffic Condition.

Allan Mariano de Souza, Roberto Sadao Yokoyama, Leonardo Castro Botega, Rodolfo Ipolito Meneguette, Leandro Aparecido Villas

Proceedings of the 15th IEEE International Conference on Computer and Information Technology, 2015

2014

ADD: A Data Dissemination Solution for Highly Dynamic Highway Environments.

Allan Mariano de Souza, Guilherme Maia, Leandro A. Villas

Proceedings of the 2014 IEEE 13th International Symposium on Network Computing and Applications, 2014

Decreasing greenhouse emissions through an intelligent traffic information system based on inter-vehicle communication.

Allan Mariano de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A. F. Loureiro, Leandro Aparecido Villas

Proceedings of the MobiWac'14, 2014