AINET Publications

Research Output

Journal articles, conference papers, book chapters, and theses produced by AINET members. Blue denotes AINET students and alumni; bold denotes the group's coordinator.

63
Complete Articles Published
11
Funded Projects
20+
Awards
Peer-Reviewed

Complete Articles

Complete list of the 63 full-length articles published in journals and conference proceedings since AINET's founding (08/01/2017), indexed in Web of Science (WoS), Scopus, and/or IEEE Xplore.

2026
Dual-Attention Transformer for FTIR Spectroscopy: Integrating Intra-Region and Global Attention for Disease Detection
Souza, P.D.S.; Oliveira, G.B.S.; Cintra, C.E.B.; Mineo, T.W.P.; Mineo, J.R.; Martins, M.M.; Cunha, Thulio; Sabino-Silva, R.; Carneiro, Murilo Guimarães
IEEE International Joint Conference on Neural Networks (IJCNN 2026)Maastricht · 2026 IEEE
2026
Evolutionary Optimization of Hospital Bed Allocation to Reduce Mortality from Severe Acute Respiratory Syndrome
Vieira, B.S.; Carneiro, Murilo Guimarães; Martins, Luiz G.A.
IEEE Congress on Evolutionary Computation (CEC 2026)Maastricht · 2026 IEEE
2026
Improving Surrogate-Assisted Genetic Algorithm Peptide Discovery with ESM-2 Embeddings
Duarte, V.P.; Andrade, Bruno S.; Sabino-Silva, R.; Carneiro, Murilo Guimarães
IEEE Congress on Evolutionary Computation (CEC 2026)Maastricht · 2026 IEEE
2026
Graph Structural Descriptors for Classification of Soybean Grains
Afonso, E.S.; Yan, J.; Carneiro, Murilo Guimarães; Gao, K.; Yuan, H.; Zhao, Liang
IEEE International Joint Conference on Neural Networks (IJCNN 2026)Maastricht · 2026 IEEE
2026
Transformer-Based Learning of Spectral Representations for Infrared Spectroscopy Data Generation
Fernandes, Janayna; Sabino-Silva, R.; Carneiro, Murilo Guimarães
IEEE International Joint Conference on Neural Networks (IJCNN 2026)Maastricht · 2026 IEEE
2026
BioSpectralFormer: A Transformer-Based Architecture for FTIR Spectra Classification in Oral Cancer Diagnosis
Procopio, L.S.; Sabino-Silva, R.; Carneiro, Murilo Guimarães; Souza, P.D.S.
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2026)Ouro Preto · 2026
2026
From ATR-FTIR Spectra to Visibility Graphs: An End-to-End GNN Pipeline for ASD Detection
Araujo, L.G.T.; Sabino-Silva, R.; Carneiro, Murilo Guimarães
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2026)Ouro Preto · 2026
2026
Beyond Intensity: Visibility Graph Morphologies for Disease Detection in FTIR Spectra
Souza, P.D.S.; Cintra, C.E.B.; Oliveira, G.B.S.; Procopio, L.S.; Sabino-Silva, R.; Carneiro, Murilo Guimarães
Brazilian Conference on Intelligent Systems (BRACIS 2026)Cuiabá · 2026
2026
Supervised Fine-Tuning of Large Language Models for Strategic Decision-Making in Poker
Diniz, L.O.; Carneiro, Murilo Guimarães
Brazilian Conference on Intelligent Systems (BRACIS 2026)Cuiabá · 2026
2025
Electrochemical Biosensor Integrated with Machine Learning Algorithms for Salivary Detection of Methanol in Distilled Beverages
Garcia-Junior, Marcelo Augusto; Andrade, Bruno Silva; Lima, Ana Paula; Soares, Iara Pereira; Notário, Ana Flávia Oliveira; Bernardino, Sttephany Silva; Guevara-Vega, Marco Fidel; Honório-Silva, Ghabriel; Muñoz, Rodrigo Alejandro Abarza; Jardim, Ana Carolina Gomes; Martins, Mário Machado; Goulart, Luiz Ricardo; Cunha, Thulio Marquez; Carneiro, Murilo Guimarães; Sabino-Silva, Robinson
Biosensorsv.15, p.75 · 2025 WoSQ1
2025
A Bioinspired Multimodal CNN-LSTM Network for EEG Analysis of Patients in Coma
Baldo-Junior, Sérgio; Carneiro, Murilo G.; Barbosa, João L.M.; Zhao, Liang; Destro-Filho, João Batista; Campos, Marcos; Tinós, Renato
Sensorsv.25, p.681 · 2025 WoSQ1
2025
Synthetic Mimotopes of Salivary Peptides against SARS-CoV-2 In Vitro
Garcia-Júnior, M.A.; Grosche, V.R.; Palmeira, L.S.; Teles, C.; Ferreira, G.M.; Martins, D.G.S.; Guevara-Vega, M.; Carneiro, Murilo Guimarães; Abuna, R.P.F.; et al.; Sabino-Silva, R.
Journal of Dental Researchv.104, p.1517-1525 · 2025 WoSQ1
2025
GEOTrat Points as a Free Resource in QGIS for Mapping the Performance of Agricultural Experiments
Xavier, Laura Cristina Moura; Martins, George Deroco; De Oliveira, Guilherme Pereira; Carneiro, Murilo Guimarães
PLoS ONEv.20, p.e0331751 · 2025 WoSQ1
2025
Photonic Platform Coupled with Machine Learning Algorithms to Detect Pyrolysis Products of Crack Cocaine in Saliva: A Proof-of-Concept Animal Study
Santana-Melo, Igor; Caixeta, Douglas Carvalho; Aguiar, Emília Maria Gomes; Cardoso-Sousa, Léia; Pacheco, Amanda Larissa Dias; Santos, Yngrid Mickaelli Oliveira dos; Da Silva, Jefté Teixeira; Santana, Antônio Suzério Euzébio Goulart; Castro, Olagide Wagner de; Carneiro, Murilo Guimarães; Sabino-Silva, Robinson
Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopyv.329, p.125635 · 2025 WoS
2025
Attention to EEG Signals: A Transformer-Based Model for Prognosis of Patients in Coma
Barbosa, J.L.M.; Baldo-Junior, Sérgio; Tinós, Renato; Ji, Donghong; Zhao, Liang; Destro-Filho, João Batista; Carneiro, Murilo G.
IEEE International Joint Conference on Neural Networks (IJCNN 2025)Rome · 2025 IEEE
2025
High-Level Classification Based on Meta-Graph of Visibility Graphs for Autism Detection
Lima Filho, Ricardo B.; Sabino-Silva, Robinson; Carneiro, Murilo G.
IEEE International Joint Conference on Neural Networks (IJCNN 2025)Rome · 2025 IEEE
2025
Analyzing Shallow and Deep CNNs with Gold Standard and Random EEG Segment Selections for Coma Prognosis
Oliveira, Gustavo B.S.; Souza, Paulo D.S.; Silva, Tiago S.; Destro Filho, João Batista; Carneiro, Murilo G.
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2025)Brasil · 2025
2025
Coma Etiology Prediction Using a CNN-LSTM Model Guided by EEG Brain Regions
Barbosa, J.L.M.; Carneiro, Murilo G.; Baldo-Junior, Sérgio; Tinós, Renato; Zhao, Liang; Destro-Filho, João Batista
Brazilian Conference on Intelligent Systems (BRACIS 2025)Fortaleza · 2025
2025
Evaluating Graph-Based Representations of ATR-FTIR Data Using Complex Networks
Gama, B.C.; Sabino-Silva, Robinson; Caixeta, D.C.; Cunha, Thulio Marquez; Carneiro, Murilo G.
Brazilian Conference on Intelligent Systems (BRACIS 2025)Fortaleza · 2025
2025
Optimizing Complex Neural Networks with Population-Based Genetic Algorithms
Rosa, Mateus de Freitas; Carneiro, Murilo Guimarães
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2025)Brasil · 2025
2025
Evaluation of LLMs for Effective Recommendation of Poker Strategies
Diniz, Lucas de Oliveira; Carneiro, Murilo Guimarães
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2025)Brasil · 2025
2025
Modeling EEG Data into Graphs for the Prognosis of Patients in Coma Using Graph Neural Networks
Nascimento Junior, O.G.; Assis, D.; Destro Filho, J.B.; Zhao, Liang; Carneiro, Murilo G.
Lecture Notes in Computer ScienceSpringer Nature, 2025, p.223–237 · ISBN 978-3-031-70038-8
2024
MTP-NT: A Mobile Traffic Predictor Enhanced by Neighboring and Transportation Data
Araujo, P.L.; Carneiro, Murilo G.; Contreras, L.M.; Pasquini, R.
IEEE Transactions on Network and Service Managementv.1, p.1–12 · 2024 IEEEWoS
2024
Salivary Detection of Chikungunya Virus Infection Using a Portable and Sustainable Biophonic Platform Coupled with Artificial Intelligence
Guevara-Vega, Marco; Rosa, Rafael Borges; Caixeta, Douglas Carvalho; Costa, Mariana Araujo; De Souza, Rayany Cristina; Ferreira, Giulia Magalhães; Mundim Filho, Anagê Calixto; Jardim, Ana Carolina Gomes; Carneiro, Murilo Guimarães; Sabino-Silva, Robinson
Scientific Reportsv.14, p.21549 · 2024 WoSScopus
2024
Salivary Molecular Spectroscopy with Machine Learning Algorithms for a Diagnostic Triage for Amelogenesis Imperfecta
Avelar, F.M.; Lanza, C.R.M.; Bernardino, S.S.; Garcia-Junior, M.A.; Martins, M.M.; Carneiro, Murilo G.; Azevedo, V.A.C.; Sabino-Silva, Robinson
International Journal of Molecular Sciencesv.25, p.9464 · 2024 WoSScopus
2024
Development of a Novel Sustainable, Portable, Fast, and Non-Invasive Platform Based on ATR-FTIR Technology Coupled with Machine Learning Algorithms for Helicobacter pylori Detection in Human Saliva
Honório-Silva, Ghabriel; Guevara-Vega, Marco; Silva, Nagela Bernadelli Sousa; Garcia-Júnior, Marcelo Augusto; Goulart, Luis Ricardo; Martins, Mario Machado; Oliveira, André Luiz; Vitorino, Rui Miguel Pinheiro; Cunha, Thulio Marquez; Martins, Carlos Henrique Gomes; Carneiro, Murilo Guimarães; Sabino-Silva, Robinson
Talenta Openv.10, p.100383 · 2024 Scopus
2024
A Surrogate-Assisted Genetic Algorithm Framework to Discover Peptides Against COVID-19 Virus
Silva, Elias A.D.; Palmeira, Lucas S.; Garcia-Júnior, Marcelo A.; Martins, Luiz G.A.; Jin, Yaochu; Andrade, Bruno S.; Sabino-Silva, Robinson; Carneiro, Murilo G.
IEEE Congress on Evolutionary Computation (CEC 2024)Yokohama · 2024 IEEE
2024
High-Level Network-Based Detection of Oral Cancer from ATR-FTIR Spectroscopy
Lima Filho, Ricardo B.; Fernandes, Janayna M.; Ji, Donghong; Zhao, Liang; Sabino-Silva, Robinson; Carneiro, Murilo G.
IEEE International Joint Conference on Neural Networks (IJCNN 2024)Yokohama · 2024 IEEE
2024
Prediction of Managed Forest Growth Based on Machine Learning and Cellular Automata
De Freitas, Pablo H.; Carneiro, Murilo G.; Protasio, Thiago P.; Gonçalves, Delman A.; Miranda, Rodrigo O.V.; Soares, Alvaro A.V.; Martins, Luiz G.A.
IEEE Congress on Evolutionary Computation (CEC 2024)Yokohama · 2024 IEEE
2024
Aprendizado de máquina para o diagnóstico da hipersensibilidade dentinária utilizando espectroscopia no infravermelho por transformada de Fourier
Souza, Paulo D.S.; Souza, Paola G.; Soares, Paulo V.; Sabino-Silva, Robinson; Carneiro, Murilo G.
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2024)Brasil · 2024
2024
Evolutionary Neural Architecture Search for Type 2 Diabetes Mellitus Diagnosis from Salivary ATR-FTIR Spectroscopy
Andrade, Lucas Mendonça; Sabino-Silva, Robinson; Carneiro, Murilo Guimarães
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2024)Brasil · 2024
2024
High-Level Classification Using Complex Networks for Autism Spectrum Disorder Detection
Araújo, Lucas G.T.; Sabino-Silva, Robinson; Carneiro, Murilo G.
Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2024)Brasil · 2024
2023
Towards the Prognosis of Patients in Coma Using Echo State Networks for EEG Analysis
Bissaro, Lucas Z.; Nascimento Junior, O.G.; Destro Filho, J.B.; Jin, Yaochu; Carneiro, Murilo G.
Procedia Computer Sciencev.222, p.509–518 · 2023 Scopus
2023
ATR-FTIR Spectroscopy Coupled with Support Vector Machine Classification for Screening of Type 2 Diabetes Mellitus
Caixeta, Douglas Carvalho; Carneiro, Murilo Guimarães; Rodrigues, Ricardo; Alves, Deborah Cristina Teixeira; Goulart, Luís Ricardo; Cunha, Thulio Marquez; Espíndola, Foled Salmen; Vitorino, Rui; Sabino-Silva, Robinson
Diagnosticsv.13, p.1396 · 2023 WoSScopus
2023
Network Optimization Based on Genetic Algorithm for High-Level Data Classification
Fernandes, J.M.; Oliveira, Gina M.B.; Carneiro, Murilo G.
IEEE Latin America Transactionsv.21, p.295–301 · 2023 IEEEScopus
2023
Salivary Detection of Zika Virus Infection Using ATR-FTIR Spectroscopy Coupled with Machine Learning Algorithms and Univariate Analysis: A Proof-of-Concept Animal Study
Oliveira, Stephanie Wutke; Cardoso-Sousa, Léia; Georjutti, Renata Pereira; Shimizu, Jacqueline Farinha; Silva, Suely; Caixeta, Douglas Carvalho; Guevara-Vega, Marco; Cunha, Thulio Marquez; Carneiro, Murilo Guimarães; Goulart, Luiz Ricardo; Jardim, Ana Carolina Gomes; Sabino-Silva, Robinson
Diagnosticsv.13, p.1443 · 2023 Scopus
2023
Classification of Coma Etiology Using Convolutional Neural Networks and Long Short-Term Memory Networks
Junior, Sérgio Baldo; Carneiro, Murilo G.; Destro-Filho, João Batista; Zhao, Liang; Tinós, Renato
IEEE International Joint Conference on Neural Networks (IJCNN 2023)Gold Coast · 2023 IEEE
2023
High-Level Classification for EEG Analysis
Carneiro, Murilo G.; Ramos, Camila D.; Destro-Filho, João Batista; Zhu, Yu-Tao; Ji, Donghong; Zhao, Liang
IEEE International Joint Conference on Neural Networks (IJCNN 2023)Gold Coast · 2023 IEEE
2023
Data Classification via Centrality Measures of Complex Networks
Fernandes, Janayna M.; Suzuki, Guilherme M.; Zhao, Liang; Carneiro, Murilo G.
IEEE International Joint Conference on Neural Networks (IJCNN 2023)Gold Coast · 2023 IEEE
2023
Diagnóstico do câncer oral através da classificação de alto nível
Lima Filho, Ricardo B.; Carneiro, Murilo G.
Anais Estendidos do Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2023)Brasil · 2023
2023
Algoritmo Genético Assistido por Surrogate para avaliar e descobrir peptídeos contra o SARS-CoV-2
Silva, Elias A.D.; Martins, Luiz G.A.; Carneiro, Murilo G.
Anais Estendidos do Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS 2023)Brasil · 2023
2023
Modeling of Growth and Production of Eucalyptus spp Stands Using Supervised Machine Learning
Araujo, Rafael M.C.; Soares, Alvaro A.V.; Silva, Antonilmar A.L.; Martins, Bruno F.; Carneiro, Murilo G.
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2023)Brasil · 2023
2023
OCANSpectra: An Oral Cancer Detection System from Salivary ATR-FTIR Spectroscopy
Mundim Filho, Anagê C.; Fernandes, Janayna M.; Sabino-Silva, Robinson; Carneiro, Murilo G.
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2023)Brasil · 2023
2023
Data Stream Clustering Using Complex Networks
Nunes, Danilo A.; Carneiro, Murilo G.
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2023)Brasil · 2023
2023
Finding the Appropriate Harvest Time of Coffee Fruits Using Convolutional Neural Networks
Mundim Filho, Anagê C.; Santos, Darlisson M.; Alvarenga, Cleyton B.; Assis, Gleice A.; Rinaldi, Paula C.N.; Zampiroli, Renan; Alves, Enrique Anastácio; Carneiro, Murilo G.
IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2023)Atlanta · 2023 IEEE
2023
Convolutional Neural Networks for the Molecular Detection of COVID-19
Santos Junior, A.P.; Mundim Filho, Anagê Calixto; Sabino-Silva, R.; Carneiro, Murilo G.
Inteligência de Máquina e Sistemas de Aprendizado Bio-Inspiradosed.1, 2023, p.51–62 · ISBN 978-65-7193-0453
2022
Educational Data Mining to Support Identification and Prevention of Academic Retention and Dropout: A Case Study in Introductory Programming
Carneiro, Murilo G.; Dutra, B.L.; Paiva, J.G.S.; Gabriel, P.H.R.; Araújo, R.D.
Revista Brasileira de Informática na Educação (RBIE)v.30, p.379–395 · 2022
2021
Analysis of Complex Network Measures for Multi-label Classification
Resende, Vinicius H.; Carneiro, Murilo G.
International Journal on Artificial Intelligence Toolsv.30, p.2150023 · 2021 Scopus
2021
Regular Echo State Networks
Bissaro, Lucas Z.; Jin, Yaochu; Carneiro, Murilo G.
ACM/SIGAPP Symposium on Applied Computing (SAC 2021)Virtual Event · 2021
2021
Complex Network Measures for Data Classification
Carneiro, Murilo G.; Gama, Barbara C.; Ribeiro, Otavio S.
IEEE International Joint Conference on Neural Networks (IJCNN 2021)Shenzhen · 2021 IEEE
2021
Colher ou não colher? Uma rede neural convolucional para apoiar cafeicultores na decisão da colheita
Mundim Filho, Anagê Calixto; Alvarenga, Cleyton; Carneiro, Murilo Guimarães
Anais Estendidos do Simpósio Brasileiro de Sistemas de Informação (SBSI 2021)Brasil · 2021
2021
Classificação de Dados de Alto Nível em Redes Complexas (High-Level Data Classification in Complex Networks)
Zhao, Liang; Silva, T.C.; Carneiro, Murilo G.
Inteligência Artificial: Avanços e TendênciasInstituto de Estudos Avançados, ed.1, 2021, p.181–205 · ISBN 9788577713131
2020
High-Level Classification for Multi-Label Learning
Resende, Vinicius H.; Carneiro, Murilo G.
IEEE International Joint Conference on Neural Networks (IJCNN 2020)Glasgow · 2020 IEEE
2019
Particle Swarm Optimization for Network-Based Data Classification
Carneiro, Murilo G.; Cheng, R.; Zhao, Liang; Jin, Yaochu
Neural Networksv.110, p.243–255 · 2019 WoSQ1 ⭐ 35 citations
2019
Improving Cellular Automata Scheduling Through Dynamics Control
Carvalho, T.I.; Carneiro, Murilo G.; Oliveira, Gina M.B.
International Journal of Parallel, Emergent and Distributed Systemsv.34, p.115–141 · 2019 Scopus
2019
Organizational Data Classification Based on the Importance Concept of Complex Networks
Carneiro, Murilo G.; Zhao, Liang
IEEE Transactions on Neural Networks and Learning Systemsv.29, p.3361 · 2019 IEEEWoSQ1
2019
Community Detection to Invariant Pattern Clustering in Images
Freitas, Lusmar M.; Carneiro, Murilo G.
Brazilian Conference on Intelligent Systems (BRACIS 2019)Salvador · 2019
2019
Deep Learning in Risk Assessment
Fernandes, Janayna; Bissaro, Lucas; Santos, Fernanda; Carneiro, Murilo
Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2019)Brasil · 2019
2019
A Comparative Analysis of Classifiers in the Recognition of Packed Executables
Assis, Cecilia R.O.; Miani, Rodrigo S.; Carneiro, Murilo G.; Park, Kil J.B.
IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2019)Portland · 2019 IEEE
2019
Towards a High-Level Multi-label Classification from Complex Networks
Resende, Vinicius H.; Carneiro, Murilo G.
IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2019)Portland · 2019 IEEE
2018
A Scheme for High Level Data Classification Using Random Walk and Network Measures
Cupertino, T.H.; Carneiro, Murilo G.; Zheng, Q.; Zhang, J.; Zhao, Liang
Expert Systems with Applicationsv.92, p.289–303 · 2018 WoSQ1 ⭐ 19 citations
2018
What's the Next Move? Learning Player Strategies in Zoom Poker Games
Carneiro, Murilo G.; De Lisboa, Gabriel A.
IEEE Congress on Evolutionary Computation (CEC 2018)Rio de Janeiro · 2018 IEEE
2018
Analysis of Graph Construction Methods in Supervised Data Classification
Carneiro, Murilo G.; Zhao, Liang
Brazilian Conference on Intelligent Systems (BRACIS 2018)São Paulo · 2018