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Artigos Publicados em Conferências Internacionais

2023

  1. CCSF: Clustered Client Selection Framework for Federated Learning in non-IID Data Aissa H Mohamed, Allan M de Souza, Joahannes B D da Costa, Leandro Villas, and Julio C dos Reis. In Proceedings of the 16th IEEE/ACM Utility and Cloud Computing Conference (UCC) 2023

  2. EntropicFL: Efficient Federated Learning via Data Entropy and Model Divergence. Rómulo Bustincio, Allan M de Souza, Joahannes B D da Costa, and Luiz F Bittencourt. In Proceedings of the 16th IEEE/ACM Utility and Cloud Computing Conference (UCC) 2023

  3. Compressed Client Selection for Efficient Communication in Federated Learning. Aissa Hadj Mohamed, Nícolas R. G. Assumpçáo, Carlos A. Astudillo, Allan M. Souza, Luiz F. Bittencourt, and Leandro A. Villas. In 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC), Jan 2023

  4. Resource Aware Client Selection for Federated Learning in IoT Scenarios. Filipe Maciel, Allan M. De Souza, Luiz F. Bittencourt, and Leandro A. Villas. In 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), Jun 2023

  5. FedPredict: Combining Global and Local Parameters in the Prediction Step of Federated Learning. Cláudio G. S. Capanema, Allan M. Souza, Fabrício A. Silva, Leandro A. Villas, and Antonio A. F. Loureiro. In 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), Jun 2023

2022

  1. FLEXE: Investigating Federated Learning in Connected Autonomous Vehicle Simulations. Wellington Lobato, Joahannes B. D. Da Costa, Allan M. de Souza, Denis Rosário, Christoph Sommer, and Leandro A. Villas. In 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall), Sep 2022

  2. Efficient Pareto Optimality-based Task Scheduling for Vehicular Edge Computing. Joahannes B. D. Da Costa, Allan M. Souza, Denis Rosário, Christoph Sommer, and Leandro A. Villas. In 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall), Sep 2022

  3. A Novel Short-term Vehicle Location Prediction using Temporal Graph Neural Networks. Farimasadat Miri, Alireza A. Namanloo, Allan M. De Souza, and Richard W. Pazzi In 2022 IEEE Latin-American Conference on Communications (LATINCOM), Nov 2022

2021

  1. Reinforcement Learning-designed LSTM for Trajectory and Traffic Flow Prediction. Mostafa Karimzadeh, Ryan Aebi, Allan M. de Souza, Zhongliang Zhao, Torsten Braun, Susana Sargento, and Leandro Villas. In 2021 IEEE Wireless Communications and Networking Conference (WCNC), Mar 2021

2020

  1. GIN: Better going safe with personalized routes. Lucas Zanco Ladeira, Allan Mariano Souza, Heitor S. Ramos, and Leandro Aparecido Villas. In 2020 IEEE Symposium on Computers and Communications (ISCC), Jul 2020

  2. PONCHE: Personalized and Context-Aware Vehicle Rerouting Service. Lucas Z. Ladeira, Allan M. Souza, Thiago H. Silva, Richard W. Pazzi, and Leandro A. Villas In 2020 IEEE 13th International Conference on Cloud Computing (CLOUD), Oct 2020

  3. A Cache Strategy for Intelligent Transportation System to Connected Autonomous Vehicles. Wellington Lobato, Allan M. Souza, Maycon L. M. Peixoto, Denis Rosário, and Leandro Villas. In 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall), Nov 2020

2019

  1. Optimizing Infrastructure Placement with Genetic Algorithm: A Traffic Management Use Case. Matheus Ferraroni Sanches, Allan M. Souza, Wellington Lobato, and Leandro A. Villas. In 2019 IEEE Latin-American Conference on Communications (LATINCOM), Nov 2019

  2. MARTINI: Towards a mobile and variable time window identification for spatio-temporal data. Lucas Zanco Ladeira, Allan M. de Souza, Geraldo Pereira Rocha Filho, Thiago Henrique Silva, Matheus Ferraroni Sanches, and Leandro Aparecido Villas In 2019 IEEE Latin-American Conference on Communications (LATINCOM), Nov 2019

2018

  1. Itssafe: An Intelligent Transportation System for Improving Safety and Traffic Efficiency. Allan M. Souza, Lehilton L. C. Pedrosa, Leonardo C. Botega, and Leandro Villas. In 2018 IEEE 87th Vehicular Technology Conference (VTC Spring), Jun 2018

  2. Efficient Context-Aware Vehicular Traffic Re-Routing Based on Pareto-Optimality: A Safe-Fast Use Case. Allan M. de Souza, Torsten Braun, and Leandro Villas In 2018 21st International Conference on Intelligent Transportation Systems (ITSC), Nov 2018

  3. FnS: Enhancing Traffic Mobility and Public Safety based on a Hybrid Transportation System. Allan M. de Souza, Leonardo C. Botega, and Leandro A. Villas. In 2018 14th International Conference on Distributed Computing in Sensor Systems (DCOSS), Jun 2018

  4. Data Dissemination Based on Complex Networks’ Metrics for Distributed Traffic Management Systems.Joahannes Costa, Denis Rosário, Allan M. Souza, Leandro A. Villas, and Eduardo Cerqueira. In 2018 IEEE Symposium on Computers and Communications (ISCC), Jun 2018

2017

  1. A fully-distributed advanced traffic management system based on opportunistic content sharing. Allan M. Souza, Nelson L. S. Fonseca, and Leandro Villas. In 2017 IEEE International Conference on Communications (ICC), May 2017

  2. Centrality-based data dissemination protocol for vehicular ad hoc networks. Joahannes Costa, Wellington Lobato, Allan M. Souza, Denis Rosário, Leandro A. Villas, and Eduardo Cerqueira. In 2017 IEEE 16th International Symposium on Network Computing and Applications (NCA), Oct 2017

2016

  1. Real-time path planning to prevent traffic jam through an intelligent transportation system. Allan M. Souza, Roberto S. Yokoyama, Guilherme Maia, Antonio Loureiro, and Leandro Villas. In 2016 IEEE Symposium on Computers and Communication (ISCC), Jun 2016

  2. A Fully-Distributed Traffic Management System to Improve the Overall Traffic Efficiency Allan M. de Souza, and Leandro Aparecido Villas.In Proceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems, Jun 2016

  3. SPARTAN: A Solution to Prevent Traffic Jam with Real-Time Alert and Re-Routing for Smart City Allan M. de Souza, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, and Leandro A. Villas.In 2016 IEEE 84th Vehicular Technology Conference (VTC-Fall), Sep 2016

2015

  1. An intelligent transportation system for detection and control of congested roads in urban centers.Celso A. R. L. Brennand, Allan M. de Souza, Guilherme Maia, Azzedine Boukerche, Heitor Ramos, Antonio A.F. Loureiro, and Leandro A. Villas. In 2015 IEEE Symposium on Computers and Communication (ISCC), Sep 2015

  2. Scorpion: A Solution Using Cooperative Rerouting to Prevent Congestion and Improve Traffic Condition.*Allan M. de Souza, Roberto Sadao Yokoyama, Leonardo Castro Botega, Rodolfo Ipolito Meneguette, and Leandro Aparecido Villas.In 2015 IEEE International Conference on Computer and Information Technology, Oct 2015

  3. GARUDA: A New Geographical Accident Aware Solution to Reduce Urban Congestion. Allan M. de Souza, Roberto Sadao Yokoyama, Nelson Luis Saldanha Fonseca, Rodolfo Ipolito Meneguette, and Leandro Aparecido Villas In 2015 IEEE International Conference on Computer and Information Technology, Oct 2015

  4. Minimizing traffic jams in urban Centers using vehicular ad hoc networks. Allan M. de Souza, R. S. Yokoyama, Guilherme Maia, Antonio A. F. Loureiro, and Leandro A. Villas. In 2015 7th International Conference on New Technologies, Mobility and Security (NTMS), Jul 2015

2014

  1. ADD: A Data Dissemination Solution for Highly Dynamic Highway Environments. Allan M.riano de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A.F. Loureiro, and Leandro Aparecido Villas. In Proceedings of the 12th ACM International Symposium on Mobility Management and Wireless Access, Jul 2014

  2. Decreasing Greenhouse Emissions through an Intelligent Traffic Information System Based on Inter-Vehicle Communication. Allan M. de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A.F. Loureiro, and Leandro Aparecido Villas.In Proceedings of the 12th ACM International Symposium on Mobility Management and Wireless Access, Jul 2014