Lecture Notes in Computer Science Lecture Notes in Artificial Intelligence 14197 Founding Editor Jörg Siekmann Series Editors Randy Goebel, University of Alberta, Edmonton, Canada Wolfgang Wahlster, DFKI, Berlin, Germany Zhi-Hua Zhou, Nanjing University, Nanjing, China The series Lecture Notes in Artificial Intelligence (LNAI) was established in 1988 as a topical subseries of LNCS devoted to artificial intelligence. The series publishes state-of-the-art research results at a high level.Aswith theLNCS mother series, the mission of the series is to serve the international R & D community by providing an invaluable service, mainly focused on the publication of conference and workshop proceedings and postproceedings. Murilo C. Naldi · Reinaldo A. C. Bianchi Editors Intelligent Systems 12th Brazilian Conference, BRACIS 2023 Belo Horizonte, Brazil, September 25–29, 2023 Proceedings, Part III Editors Murilo C. Naldi Federal University of São Carlos São Carlos, Brazil Reinaldo A. C. Bianchi Centro Universitario da FEI São Bernardo do Campo, Brazil ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Artificial Intelligence ISBN 978-3-031-45391-5 ISBN 978-3-031-45392-2 (eBook) https://doi.org/10.1007/978-3-031-45392-2 LNCS Sublibrary: SL7 – Artificial Intelligence © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. 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This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland Paper in this product is recyclable. https://orcid.org/0000-0002-3107-8236 https://orcid.org/0000-0001-9097-827X https://doi.org/10.1007/978-3-031-45392-2 Preface The 12th Brazilian Conference on Intelligent Systems (BRACIS 2023) was one of the most important events held in Brazil in 2023 for researchers interested in publishing significant and novel results related to Artificial and Computational Intelligence. The Brazilian Conference on Intelligent Systems (BRACIS) originated from the combination of the two most important scientific events in Brazil in Artificial Intelligence (AI) and Computational Intelligence (CI): the Brazilian Symposium on Artificial Intelligence (SBIA, 21 editions) and the Brazilian Symposium on Neural Networks (SBRN, 12 editions). The Brazilian Computer Society (SBC) supports the event, the Special Com- mittee of Artificial Intelligence (CEIA), and the Special Committee of Computational Intelligence (CEIC). The conference aims to promote theoretical aspects and applica- tions of Artificial and Computational Intelligence and exchange scientific ideas among researchers, practitioners, scientists, engineers, and industry. In 2023, BRACIS took place in Belo Horizonte, Brazil, from September 25th to 29th, 2023, in the Campus of the Universidade Federal de Minas Gerais. The event was held in conjunction with two other events: the National Meeting on Artificial and Computational Intelligence (ENIAC) and the Symposium on Information and Human Language Technology (STIL). BRACIS 2023 received 242 submissions. All papers were rigorously reviewed by an international Program Committee (with a minimum of three double-blind peer reviews per submission), followed by a discussion phase for conflicting reports. After the review process, 89 papers were selected for publication in three volumes of the Lecture Notes in Artificial Intelligence series (an acceptance rate of 37%). The topics of interest included, but were not limited to, the following: – Agent-based and Multi-Agent Systems – Bioinformatics and Biomedical Engineering – Cognitive Modeling and Human Interaction – Combinatorial and Numerical Optimization – Computer Vision – Constraints and Search – Deep Learning – Distributed AI – Education – Ethics – Evolutionary Computation and Metaheuristics – Forecasting – Foundation Models – Foundations of AI – Fuzzy Systems – Game Playing and Intelligent Interactive Entertainment – Human-centric AI vi Preface – Hybrid Systems – Information Retrieval, Integration, and Extraction – Intelligent Robotics – Knowledge Representation and Reasoning – Knowledge Representation and Reasoning in Ontologies and the Semantic Web – Logic-based Knowledge Representation and Reasoning – Machine Learning and Data Mining – Meta-learning – Molecular and Quantum Computing – Multidisciplinary AI and CI – Natural Language Processing – Neural Networks – Pattern Recognition and Cluster Analysis – Planning and Scheduling – Reinforcement Learning We want to thank everyone involved in BRACIS 2023 for helping to make it a success: we are very grateful to the ProgramCommittee members and reviewers for their volunteered contribution to the reviewing process; we would also like to thank all the authors who submitted their papers and laboriously worked to have the best final version possible; the General Chairs and the Local Organization Committee for supporting the conference; the Brazilian Computing Society (SBC); and all the conference’s sponsors and supporters. We are confident that these proceedings reflect the excellent work in the artificial and computation intelligence communities. September 2023 Murilo C. Naldi Reinaldo A. C. Bianchi Organization General Chairs Gisele Lobo Pappa Universidade Federal de Minas Gerais, Brazil Wagner Meira Jr. Universidade Federal de Minas Gerais, Brazil Program Committee Chairs Murilo Coelho Naldi Universidade Federal de São Carlos, Brazil Reinaldo A. C. Bianchi Centro Universitário FEI, Brazil Steering Committee Aline Paes Universidade Federal Fluminense, Brazil André Britto Universidade Federal do Sergipe, Brazil Anna H. R. Costa Universidade de São Paulo, Brazil Anne Canuto Universidade Federal do Rio Grande do Norte, Brazil Arnaldo Cândido Jr. Universidade Estadual Paulista, Brazil Felipe Meneguzzi University of Aberdeen, UK Filipe Saraiva Universidade Federal do Pará, Brazil Gina M. B. Oliveira Universidade Federal Uberlandia, Brazil Helida Santos Universidade Federal do Rio Grande, Brazil Leliane N. de Barros Universidade de São Paulo, Brazil Livy Real B2W Digital, Brazil Maria V. de Menezes Universidade Federal do Ceará, Brazil Marlo Souza Universidade Federal da Bahia, Brazil Renato Tinos Universidade de São Paulo, Brazil Ricardo Marcacini Universidade de São Paulo, Brazil Tatiane Nogueira Universidade Federal da Bahia, Brazil Thiago Pardo Universidade de São Paulo - São Carlos, Brazil viii Organization Program Committee Adenilton da Silva Universidade Federal de Pernambuco, Brazil Adriane Serapião Universidade Estadual Paulista, Brazil Adrião Duarte D. Neto Universidade Federal do Rio Grande do Norte, Brazil Alexandre Salle Universidade Federal do Rio Grande do Sul, Brazil Aline Neves Universidade Federal do ABC, Brazil Aline Paes Universidade Federal Fluminense, Brazil Alneu Lopes Universidade de São Paulo - São Carlos, Brazil Aluizio Araújo Universidade Federal de Pernambuco, Brazil Alvaro Moreira Universidade Federal do Rio Grande do Sul, Brazil Amedeo Napoli LORIA, France Ana Bazzan Universidade Federal do Rio Grande do Sul, Brazil Ana Carolina Lorena Instituto Tecnológico de Aeronáutica, Brazil Ana C. B. K. Vendramin Universidade Tecnológica Federal do Paraná, Brazil Anderson Soares Universidade Federal de Goiás, Brazil André Britto Universidade Federal do Sergipe, Brazil André P. L. F. Carvalho Universidade de São Paulo - São Carlos, Brazil André Rossi Universidade Estadual Paulista, Brazil André Ruela Marinha do Brasil, Brazil André Takahata Universidade Federal do ABC, Brazil Andrés E. C. Salazar Universidade Tecnológica Federal do Paraná, Brazil Anna H. R. Costa Universidade de São Paulo, Brazil Anne Canuto Universidade Federal do Rio Grande do Norte, Brazil Araken Santos Universidade Federal Rural do Semi-árido, Brazil Artur Jordão Universidade de São Paulo, Brazil Aurora Pozo Universidade Federal do Paraná, Brazil Bernardo Gonçalves Universidade de São Paulo, Brazil Bruno Masiero Universidade Estadual de Campinas, Brazil Bruno Nogueira Universidade Federal de Mato Grosso do Sul, Brazil Bruno Souza Universidade Federal do Maranhão, Brazil Bruno Veloso Universidade Portucalense, Portugal Carlos Ribeiro Instituto Tecnológico de Aeronáutica, Brazil Carlos Silla Pontifícia Universidade Católica do Paraná, Brazil Organization ix Carlos Thomaz Centro Universitário FEI, Brazil Carlos A. E. Montesco Universidade Federal de Sergipe, Brazil Carlos E. Pantoja Centro Federal de Educação Tecnológica - RJ, Brazil Carolina P. de Almeida Universidade E. do Centro-Oeste do Paraná, Brazil Celia Ralha Universidade de Brasilia, Brazil Claudio Bordin Jr. Universidade Federal do ABC, Brazil Claudio Toledo Universidade de São Paulo, Brazil Cleber Zanchettin Universidade Federal de Pernambuco, Brazil Cristiano Torezzan Universidade Estadual de Campinas, Brazil Daniel Araújo Universidade Federal do Rio Grande do Norte, Brazil Daniel Dantas Universidade Federal de Sergipe, Brazil Danilo Perico Centro Universitário FEI, Brazil Danilo Sanches Universidade Tecnológica Federal do Paraná, Brazil Debora Medeiros Universidade Federal do ABC, Brazil Denis Mauá Universidade de São Paulo, Brazil Dennis B. Aranibar Universidad Católica San Pablo, Peru Diana Adamatti Universidade Federal do Rio Grande, Brazil Diego Furtado Silva Universidade de São Paulo, Brazil Donghong Ji Wuhan University, China Eder M. Gonçalves Universidade Federal do Rio Grande, Brazil Edson Gomi Universidade de São Paulo, Brazil Edson Matsubara Universidade Federal de Mato Grosso do Sul, Brazil Eduardo Costa Corteva Agriscience, Brazil Eduardo Goncalves Escola Nacional de Ciências Estatísticas, Brazil Eduardo Palmeira Universidade Estadual de Santa Cruz, Brazil Eduardo Spinosa Universidade Federal do Paraná, Brazil Edward H. Haeusler Pontifícia Universidade Católica do R. de J., Brazil Elaine Faria Universidade Federal Uberlandia, Brazil Elizabeth Goldbarg Universidade Federal do Rio Grande do Norte, Brazil Emerson Paraiso Pontificia Universidade Catolica do Paraná, Brazil Eric Araújo Universidade Federal de Lavras, Brazil Evandro Costa Universidade Federal de Alagoas, Brazil Fabiano Silva Universidade Federal do Paraná, Brazil Fábio Cozman Universidade de São Paulo, Brazil Felipe Leno da Silva Lawrence Livermore National Lab., USA Felipe Meneguzzi University of Aberdeen, UK x Organization Felix Antreich Instituto Tecnológico de Aeronáutica, Brazil Fernando Osório Universidade de São Paulo, São Carlos, Brazil Flavia Bernardini Universidade Federal Fluminense, Brazil Flavio Tonidandel Centro Universitário FEI, Brazil Flávio S. C. da Silva Universidade de São Paulo, Brazil Francisco Chicano University of Málaga, Spain Francisco De Carvalho Universidade Federal de Pernambuco, Brazil Gabriel Ramos Universidade do Vale do Rio dos Sinos, Brazil George Cavalcanti Universidade Federal de Pernambuco, Brazil Gerson Zaverucha Universidade Federal do Rio de Janeiro, Brazil Giancarlo Lucca Universidade Federal do Rio Grande, Brazil Gisele Pappa Universidade Federal de Minas Gerais, Brazil Gracaliz Dimuro Universidade Federal do Rio Grande, Brazil Guilherme Barreto Universidade Federal do Ceará, Brazil Guilherme Coelho Universidade Estadual de Campinas, Brazil Guilherme Derenievicz Universidade Federal do Paraná, Brazil Guilherme D. Pelegrina Universidade Estadual de Campinas, Brazil Guillermo Simari Universidad Nacional del Sur in B. B., Argentina Gustavo Giménez-Lugo Universidade Tecnológica Federal do Paraná, Brazil Heitor Gomes Victoria University of Wellington, New Zealand Helena Caseli Universidade Federal de São Carlos, Brazil Helida Santos Universidade Federal do Rio Grande, Brazil Heloisa Camargo Universidade Federal de São Carlos, Brazil Huei Lee Universidade Estadual do Oeste do Paraná, Brazil Isaac da Silva Centro Universitário FEI, Brazil Ivandré Paraboni Universidade de São Paulo, Brazil Ivette Luna Universidade Estadual de Campinas, Brazil Jaime S. Sichman Universidade de São Paulo, Brazil Jean Paul Barddal Pontifícia Universidade Católica do Paraná, Brazil João Papa Universidade Estadual Paulista, Brazil João C. Xavier-Júnior Universidade Federal do RN (UFRN), Brazil João Paulo Canário Stone Co., Brazil Jomi Hübner Universidade Federal de Santa Catarina, Brazil Jonathan Andrade Silva Universidade Federal de Mato Grosso do Sul, Brazil José Antonio Sanz Universidad Publica de Navarra, Spain José A. Baranauskas Universidade de São Paulo, Brazil Jose E. O. Luna Universidad Católica San Pablo, Peru Julio Nievola Pontifícia Universidade Católica do Paraná, Brazil Karla Roberta Lima Universidade de São Paulo, Brazil Organization xi Karliane Vale Universidade Federal do Rio Grande do Norte, Brazil Kate Revoredo Humboldt-Universität zu Berlin, Germany Krysia Broda Imperial College, UK Laura De Miguel Universidad Pública de Navarra, Spain Leila Bergamasco Centro Universitário FEI, Brazil Leliane Nunes de Barros Universidade de São Paulo, Brazil Leonardo Emmendorfer Universidade Federal do Rio Grande, Brazil Leonardo Matos Universidade Federal de Sergipe, Brazil Leonardo T. Duarte Universidade Estadual de Campinas, Brazil Leonardo F. R. Ribeiro Amazon, USA Levy Boccato Universidade Estadual de Campinas, Brazil Li Weigang Universidade de Brasilia, Brazil Livy Real B2W Digital, Brazil Lucelene Lopes Universidade de São Paulo - São Carlos, Brazil Luciano Digiampietri Universidade de São Paulo, Brazil Luis Garcia Universidade de Brasília, Brazil Luiz H. Merschmann Universidade Federal de Lavras, Brazil Marcela Ribeiro Universidade Federal de São Carlos, Brazil Marcelo Finger Universidade de São Paulo, Brazil Marcilio de Souto Université d’Orléans, France Marcos Domingues Universidade Estadual de Maringá, Brazil Marcos Quiles Universidade Federal de São Paulo, Brazil Maria Claudia Castro Centro Universitario FEI, Brazil Maria do C. Nicoletti Universidade Federal de São Carlos, Brazil Marilton Aguiar Universidade Federal de Pelotas, Brazil Marley M. B. R. Vellasco Pontifícia Universidade Católica do R. de J., Brazil Marlo Souza Universidade Federal da Bahia, Brazil Marlon Mathias Universidade de São Paulo, Brazil Mauri Ferrandin Universidade Federal de Santa Catarina, Brazil Márcio Basgalupp Universidade Federal de São Paulo, Brazil Mário Benevides Universidade Federal Fluminense, Brazil Moacir Ponti Universidade de São Paulo, Brazil Murillo Carneiro Universidade Federal de Uberlândia, Brazil Murilo Loiola Universidade Federal do ABC, Brazil Murilo Naldi Universidade Federal de São Carlos, Brazil Myriam Delgado Universidade Tecnológica Federal do Paraná, Brazil Nuno David Instituto Universitário de Lisboa, Portugal Patrícia Tedesco Universidade Federal de Pernambuco, Brazil Paula Paro Costa Universidade Estadual de Campinas, Brazil xii Organization Paulo Cavalin IBM Research, Brazil Paulo Pirozelli Universidade de São Paulo, Brazil Paulo Quaresma Universidade de Évora, Portugal Paulo Santos Flinders University, Australia Paulo Henrique Pisani Universidade Federal do ABC, Brazil Paulo T. Guerra Universidade Federal do Ceará, Brazil Petrucio Viana Universidade Federal Fluminense, Brazil Priscila Lima Universidade Federal do Rio de Janeiro, Brazil Priscila B. Rampazzo Universidade Estadual de Campinas, Brazil Rafael Giusti Universidade Federal do Amazonas, Brazil Rafael G. Mantovani Universidade Tecnológica Federal do Paraná, Brazil Rafael Parpinelli Universidade do Estado de Santa Catarina, Brazil Reinaldo A. C. Bianchi Centro Universitario FEI, Brazil Renato Krohling UFES - Universidade Federal do Espírito Santo, Brazil Renato Tinos Universidade de São Paulo, Brazil Ricardo Cerri Universidade Federal de São Carlos, Brazil Ricardo Marcacini Universidade de São Paulo - São Carlos, Brazil Ricardo Prudêncio Universidade Federal de Pernambuco, Brazil Ricardo Rios Universidade Federal da Bahia, Brazil Ricardo Suyama Universidade Federal do ABC, Brazil Ricardo A. S. Fernandes Universidade Federal de São Carlos, Brazil Roberta Sinoara Instituto Federal de C., E. e T. de São Paulo, Brazil Roberto Santana University of the Basque Country, Spain Rodrigo Wilkens Université Catholique de Louvain, Belgium Romis Attux Universidade Estadual de Campinas, Brazil Ronaldo Prati Universidade Federal do ABC, Brazil Rosangela Ballini Universidade Estadual de Campinas, Brazil Roseli A. F. Romero Universidade de São Paulo - São Carlos, Brazil Rosiane de Freitas R. Universidade Federal do Amazonas, Brazil Sandra Sandri Instituto Nacional de Pesquisas Espaciais, Brazil Sandro Rigo Universidade do Vale do Rio dos Sinos, Brazil Sílvia Maia Universidade Federal do Rio Grande do Norte, Brazil Sílvio Cazella Universidade Federal de Ciências da S. de P. A., Brazil Silvia Botelho Universidade Federal do Rio Grande, Brazil Solange Rezende Universidade de São Paulo - São Carlos, Brazil Tatiane Nogueira Universidade Federal da Bahia, Brazil Thiago Covoes Wildlife Studios, Brazil Thiago Homem Instituto Federal de E., C. e T. de São Paulo, Brazil Organization xiii Thiago Pardo Universidade de São Paulo - São Carlos, Brazil Tiago Almeida Universidade Federal de São Carlos, Brazil Tiago Tavares Insper, Brazil Valdinei Freire Universidade de São Paulo, Brazil Valerie Camps Paul Sabatier University, France Valmir Macario Universidade Federal Rural de Pernambuco, Brazil Vasco Furtado Universidade de Fortaleza, Brazil Vinicius Souza Pontificia Universidade Católica do Paraná, Brazil Viviane Torres da Silva IBM Research, Brazil Vladimir Rocha Universidade Federal do ABC, Brazil Washington Oliveira Universidade Estadual de Campinas, Brazil Yván Túpac Universidad Católica San Pablo, Peru Zhao Liang Universidade de São Paulo, Brazil Additional Reviewers Alexandre Alcoforado Alexandre Lucena Aline Del Valle Aline Ioste Allan Santos Ana Ligia Scott Anderson Moraes Antonio Dourado Antonio Leme Arthur dos Santos Brenno Alencar Bruna Zamith Santos Bruno Labres Carlos Caetano Carlos Forster Carlos José Andrioli Caroline Pires Alavez Moraes Cedric Marco-Detchart Cinara Ghedini Daiane Cardoso Daniel da Silva Junior Daniel Guerreiro e Silva Daniela Vianna Diego Cavalca Douglas Meneghetti Edilene Campos Edson Borin Eduardo Costa Lopes Eduardo Max Elias Silva Eliton Perin Emely Silva Estela Ribeiro Eulanda Santos Fabian Cardoso Fabio Lima Fagner Cunha Felipe Serras Felipe Zeiser Fernando Pujaico Rivera Guilherme Mello Guilherme Santos Israel Fama Javier Fumanal Jefferson Oliva João Fabro João Lucas Luz Lima Sarcinelli Joelson Sartori Jorge Luís Amaral José Angelo Gurzoni Jr. José Gilberto Medeiros Junior Juan Colonna xiv Organization Leandro Lima Leandro Miranda Leandro Stival Leonardo da Silva Costa Lucas Alegre Lucas Buzuti Lucas Carlini Lucas da Silva Lucas Pavelski Lucas Queiroz Lucas Rodrigues Lucas Francisco Pellicer Luciano Cabral Luiz Celso Gomes Jr. Maëlic Neau Maiko Lie Marcelino Abel Marcella Martins Marcelo Polido Marcos José Marcos Vinícius dos Santos Ferreira Marisol Gomez Matheus Rocha Mária Minárová Miguel de Mello Carpi Mikel Sesma Murillo Bouzon Murilo Falleiros Lemos Schmitt Newton Spolaôr Odelmo Nascimento Pablo Silva Paulo Rodrigues Pedro Da Cruz Rafael Berri Rafael Gomes Mantovani Rafael Krummenauer Rafael Orsi Ramon Abílio Richard Gonçalves Rubens Chaves Sarah Negreiros de Carvalho Leite Silvio Romero de Araújo Júnior Tatiany Heiderich Thiago Bulhões da Silva Costa Thiago Carvalho Thiago Dal Pont Thiago Miranda Thomas Palmeira Ferraz Tiago Asmus Tito Spadini Victor Varela Vitor Machado Weber Takaki Weverson Pereira Xabier Gonzalez Contents – Part III Evolutionary Algorithms Multiobjective Evolutionary Algorithms Applied to the Optimization of Expanded Genetic Codes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Maísa de Carvalho Silva, Paulo Guilherme Pinheiro Pereira, Lariza Laura de Oliveira, and Renato Tinós Genetic Algorithms with Optimality Cuts to the Max-Cut Problem . . . . . . . . . . . 17 Pablo Luiz Braga Soares and Carlos Victor Dantas Araújo Assessment of Robust Multi-objective Evolutionary Algorithms on Robust and Noisy Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33 Mateus Clemente de Sousa, Ivan Reinaldo Meneghini, and Frederico Gadelha Guimarães Optimization Strategies Binary Flying Squirrel Optimizer for Feature Selection . . . . . . . . . . . . . . . . . . . . . 51 Luiz Fernando Merli de Oliveira Sementille, Douglas Rodrigues, André Nunes de Souuza, and João Paulo Papa Fitness Landscape Analysis of TPOT Using Local Optima Network . . . . . . . . . . 65 Matheus Cândido Teixeira and Gisele Lobo Pappa Optimization Strategies for BERT-Based Named Entity Recognition . . . . . . . . . . 80 Monique Monteiro and Cleber Zanchettin FlexCon-CE: A Semi-supervised Method with an Ensemble-Based Adaptive Confidence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 95 Arthur Medeiros, Arthur C. Gorgônio, Karliane Medeiros Ovidio Vale, Flavius L. Gorgônio, and Anne Magály de Paula Canuto Computer Vision Single Image Super-Resolution Based on Capsule Neural Networks . . . . . . . . . . 113 George Corrêa de Araújo, Artur Jordão, and Helio Pedrini xvi Contents – Part III Development of a Deep Learning Model for the Classification of Mosquito Larvae Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 Ramon Mayor Martins, Bruno Manarin Espíndola, Pedro Philippi Araujo, Christiane Gresse von Wangenheim, Carlos José de Carvalho Pinto, and Gisele Caminha A Simple and Low-Cost Method for Leaf Surface Dimension Estimation Based on Digital Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 146 Karla Gabriele Florentino da Silva, Jonas Magalhães Moreira, Gabriel Barreto Calixto, Luiz Maurílio da Silva Maciel, Márcio Assis Miranda, and Leandro Elias Morais Crop Row Line Detection with Auxiliary Segmentation Task . . . . . . . . . . . . . . . . 162 Igor Ferreira da Costa and Wouter Caarls Multiple Object Tracking in Native Bee Hives: A Case Study with Jataí in the Field . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 176 Rodolfo R. V. Leocádio, Alan Kardek Rêgo Segundo, and Gustavo Pessin An Open Source Eye Gaze Tracker System to Perform Remote User Testing Evaluations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 192 Marc G. Capdevila, Karine Aparecida P. Rodrigues, Camila F. Jardim, and Renato M. Silva Language and Models Who Killed the Winograd Schema Challenge? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 211 Hugo Neri and Fabio G. Cozman Sabiá: Portuguese Large Language Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 226 Ramon Pires, Hugo Abonizio, Thales Sales Almeida, and Rodrigo Nogueira Disambiguation of Universal Dependencies Part-of-Speech Tags of Closed Class Words in Portuguese . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 241 Lucelene Lopes, Paulo Fernandes, Marcio L. Inacio, Magali S. Duran, and Thiago A. S. Pardo Bete: A Brazilian Portuguese Dataset for Named Entity Recognition and Relation Extraction in the Diabetes Healthcare Domain . . . . . . . . . . . . . . . . . 256 Lucas Pavanelli, Yohan Bonescki Gumiel, Thiago Ferreira, Adriana Pagano, and Eduardo Laber Contents – Part III xvii LegalBert-pt: A Pretrained Language Model for the Brazilian Portuguese Legal Domain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 268 Raquel Silveira, Caio Ponte, Vitor Almeida, Vládia Pinheiro, and Vasco Furtado A Framework for Controversial Political Topics Identification Using Twitter Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283 Kenzo Sakiyama, Lucas de Souza Rodrigues, Bruno Magalhães Nogueira, Edson Takashi Matsubara, and Roseli A. F. Romero Leveraging Sign Language Processing with Formal SignWriting and Deep Learning Architectures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299 Fernando de Almeida Freitas, Sarajane Marques Peres, Otávio de Paula Albuquerque, and Marcelo Fantinato A Clustering Validation Index Based on Semantic Description . . . . . . . . . . . . . . . 315 Roberto Douglas Guimarães de Aquino, Vitor Venceslau Curtis, and Filipe Alves Neto Verri Graph Neural Networks Detecting Multiple Epidemic Sources in Network Epidemics Using Graph Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 331 Rodrigo Gonçalves Haddad and Daniel Ratton Figueiredo Prediction of Cancer-Related miRNA Targets Using an Integrative Heterogeneous Graph Neural Network-Based Method . . . . . . . . . . . . . . . . . . . . . . 346 Emanoel Aurelio Vianna Fabiano and Mariana Recamonde-Mendoza Time Series Forecasting of COVID-19 Cases in Brazil with GNN and Mobility Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 361 Fernando Henrique Oliveira Duarte, Gladston J. P. Moreira, Eduardo J. S. Luz, Leonardo B. L. Santos, and Vander L. S. Freitas Pattern Recognition Federated Learning and Mel-Spectrograms for Physical Violence Detection in Audio . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 379 Victor E. de S. Silva, Tiago B. Lacerda, Péricles Miranda, André Câmara, Amerson Riley Cabral Chagas, and Ana Paula C. Furtado xviii Contents – Part III Police Report Similarity Search: A Case Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394 José Alan Firmiano Araújo, Ticiana L. Coelho da Silva, Atslands Rego da Rocha, and Vinicius Cezar Monteiro de Lira Evaluating Contextualized Embeddings for Topic Modeling in Public Bidding Domain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 410 Henrique R. Hott, Mariana O. Silva, Gabriel P. Oliveira, Michele A. Brandão, Anisio Lacerda, and Gisele Pappa AI Applications A Tool for Measuring Energy Consumption in Data Stream Mining . . . . . . . . . . . 429 Eric Kenzo Taniguchi Onuki, Andreia Malucelli, and Jean Paul Barddal Improved Fuzzy Decision System for Energy Bill Reduction in the Context of the Brazilian White Tariff Scenario . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 441 Raimunda Branco and Filipe Saraiva Exploring Artificial Intelligence Methods for the Automatic Measurement of a New Biomarker Aiming at Glaucoma Diagnosis . . . . . . . . . . . . . . . . . . . . . . . 455 Gabriel C. Fernandes, Fabio Lavinsky, Sandro José Rigo, and Henrique C. Bohn Investigation of Deep Active Self-learning Algorithms Applied to Named Entity Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 470 José Reinaldo Cunha Santos A. V. Silva Neto and Thiago de Paulo Faleiros Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 485 Preface Organization Contents – Part III