A Natural Language Processing and Machine Learning Model for the Classification of Learning Styles in Engineering Students.

Cleyton Mário de Oliveira Rodrigues Cleyton M. O. Rodrigues https://orcid.org/0000-0003-3816-656X Tiago Medeiros Guedes Nilton Vieira Silva Marcelo Leonardo Leôncio da Silva Cleyton Mário de Oliveira Rodrigues A Natural Language Processing and Machine Learning Model for the Classification of Learning Styles in Engineering Students. 1598-1606 2026 CSEDU (2) https://doi.org/10.5220/0014828400004021 conf/csedu/2026-2 db/conf/csedu/csedu2026-2.html#GuedesSSR26 Nilton Vieira Silva Marcelo Leonardo Leôncio da Silva Tiago Medeiros Guedes Cleyton M. O. Rodrigues Exploring the Influence of Learning Styles in Personalized Assessment: An Exploratory Study. 2165-2172 2026 CSEDU (3) https://doi.org/10.5220/0014819300004021 conf/csedu/2026-3 db/conf/csedu/csedu2026-3.html#SilvaSGR26 Fellipe Anchieta Silva Barros David Ferreira Brandão Cleyton Mário de Oliveira Rodrigues Aêda Monalliza Cunha de Sousa ECHO-PM: A Hybrid NLP Decision-Support Pipeline for Emotion-Aware, NVC-Guided Message Rewriting in Distributed Software Projects. 466-476 2026 ICEIS (1) https://doi.org/10.5220/0014723300004018 conf/iceis/2026-1 db/conf/iceis/iceis2026-1.html#BarrosBRS26 Fernando Henrique Moura de Oliveira Cleyton Mário de Oliveira Rodrigues From Annotated Clinical Narratives to Ontology: Structuring Brazilian Portuguese Clinical Data. PROPOR (2) 2026 128-134 conf/propor/2026-2 https://aclanthology.org/2026.propor-2.20/ db/conf/propor/propor2026-2.html#OliveiraR26 streams/conf/propor Igor Felipe Carboni Battazza Cleyton Mário de Oliveira Rodrigues João Fausto L. de Oliveira Ontology-Enriched BERT for Financial Market State Prediction. BRACIS (2) 2025 286-300 conf/bracis/2025-2 https://doi.org/10.1007/978-3-032-15984-7_20 db/conf/bracis/bracis2025-2.html#BattazzaRO25 streams/conf/bracis Jean Elder Santana Araújo Cleyton Mário de Oliveira Rodrigues Proposal for Formalization Using Description Logic of Undesirable Models in Business Process Management. 891-898 2025 ICEIS (2) https://doi.org/10.5220/0013437200003929 conf/iceis/2025-2 db/conf/iceis/iceis2025-2.html#AraujoR25 Joaquim João Nsaku Ventura Cleyton Mário de Oliveira Rodrigues Ngombo Armando Automatic Exam Correction System Involving XAI for Admission to Public Higher Education Institutions: Literature Review. 895-904 2025 ICEIS (1) https://doi.org/10.5220/0013429900003929 conf/iceis/2025-1 db/conf/iceis/iceis2025-1.html#VenturaRA25 David Ferreira Brandão Denis de Gois Marques Cleyton M. O. Rodrigues Wylliams Santos Real-Time Feedback for BDD Test Scenarios Using AI-Based Classification. 131-137 2025 SAST https://doi.org/10.5753/sast.2025.14469 conf/sast/2025 db/conf/sast/sast2025.html#BrandaoMRS25 Antônio dos Santos Ramos Neto João Paulo Felix Wylliams Santos Byron Leite Dantas Bezerra Cleyton Mário de Oliveira Rodrigues CROSSAGE: A cross-attentional graph and Transformer architecture for skill and knowledge recognition in job descriptions. 361-373 2025 STIL https://doi.org/10.5753/stil.2025.37838 conf/stil/2025 db/conf/stil/stil2025.html#NetoFSBR25 Anna Beatriz Silva Cleyton Mário de Oliveira Rodrigues Patricia Takako Endo Evaluation of an NLP-Based Chatbot for Informational Support in Bronchopulmonary Dysplasia (BPD) in neonates. 397-406 2025 STIL https://doi.org/10.5753/stil.2025.37841 conf/stil/2025 db/conf/stil/stil2025.html#SilvaRE25 Nathanael Motta Ana Claudia Maria de Souza Carlo Marcelo Revoredo da Silva Cleyton Mário de Oliveira Rodrigues Empirical Evaluation of Preprocessing and Balancing Techniques Impact Across Algorithm-Vectorizer Combinations in Sentiment Classification. 502-511 2025 STIL https://doi.org/10.5753/stil.2025.37850 conf/stil/2025 db/conf/stil/stil2025.html#MottaSSR25 Brenda Barros Alves Da Silva Rodolfo Moreira Pereira Cleyton Mário de Oliveira Rodrigues Roberta Andrade de Araújo Fagundes Analyzing Patterns of Violence Against Women in Pernambuco Using Self-Organizing Maps and Apriori Algorithm. 1-6 2024 LA-CCI https://doi.org/10.1109/LA-CCI62337.2024.10814773 conf/lacci/2024 db/conf/lacci/lacci2024.html#SilvaPRF24 streams/conf/lacci Denis de Gois Marques Richard Rocha Bruna Santos Felipe Pacheco Cleyton Mário de Oliveira Rodrigues Wylliams Barbosa Santos Industry Academia and Government Collaboration to Reduce Gaps in Software Engineering: Applications for Students and Professionals in Career Transition. 657-664 2024 SBQS https://doi.org/10.1145/3701625.3701690 conf/sbqs/2024 db/conf/sbqs/sbqs2024.html#MarquesRSPRS24 Cristian Millán-Arias Marie Chantelle Cruz Medina Jean Felipe Coelho Ferreira Lucas Matheus Da Silva Oliveira Allana Rocha Leandro Honorato de Souza Silva Cleyton M. O. Rodrigues João Fausto Lorenzato de Oliveira Paulo Christiano Sobral Nathália Cauás Bruno José Torres Fernandes Legal Judgement Prediction: A comparative analysis of legal documents in Brazil. 1-6 2023 LA-CCI https://doi.org/10.1109/LA-CCI58595.2023.10409313 conf/lacci/2023 db/conf/lacci/lacci2023.html#Millan-AriasMFO23 David Josué Barrientos Rojas Bruno J. T. Fernandes Cleyton M. O. Rodrigues Leandro H. de S. Silva Allana Rocha Paulo Christiano Sobral Fine-Tuning MultiFit for Enhanced Legal Sentence Basis Classification. 1-6 2023 LA-CCI https://doi.org/10.1109/LA-CCI58595.2023.10409399 conf/lacci/2023 db/conf/lacci/lacci2023.html#RojasFRSRS23

Ivaldir de Farias Júnior Sabrina Marczak Rodrigo Pereira dos Santos Cleyton M. O. Rodrigues Hermano P. de Moura C2M: a maturity model for the evaluation of communication in distributed software development. 188 2022 27 Empir. Softw. Eng. 7 https://doi.org/10.1007/s10664-022-10211-9 db/journals/ese/ese27.html#JuniorMSRM22

Denis de Gois Marques Tâmara D. Dallegrave Luis E. L. Barbosa Cleyton Mário de Oliveira Rodrigues Wylliams Barbosa Santos Industry-Academy Collaboration in Agile Methodology: Preliminary Findings of a Systematic Literature Review. 191-198 2022 ICEIS (2) https://doi.org/10.5220/0011115900003179 conf/iceis/2022-2 db/conf/iceis/iceis2022-2.html#MarquesDBRS22 Denis de Gois Marques Tâmara D. Dallegrave Cleyton Mário de Oliveira Rodrigues Wylliams Barbosa Santos Successful Practices in Industry-Academy Collaboration in the Context of Software Agility: A Systematic Literature Review. 292-310 2022 ICEIS (Revised Selected Papers) https://doi.org/10.1007/978-3-031-39386-0_14 conf/iceis/2022sp db/conf/iceis/iceis2022sp.html#MarquesDRS22 Marie Chantelle Cruz Medina Lucas Matheus Da Silva Oliveira Jean Felipe Coelho Ferreira Leandro Honorato de Souza Silva Cleyton Mário de Oliveira Rodrigues João Fausto Lorenzato de Oliveira Paulo Christiano Sobral Bruno Souza Dionizio Feitosa Bruno J. T. Fernandes Classification of Legal Documents in Portuguese Language Based on Summarization. 1-6 2022 LA-CCI https://doi.org/10.1109/LA-CCI54402.2022.9981852 conf/lacci/2022 db/conf/lacci/lacci2022.html#MedinaOFSROSSFF22 David Josué Barrientos Rojas Bruno J. T. Fernandes Cleyton Mário de Oliveira Rodrigues Leandro Honorato de Souza Silva Allana Rocha Paulo Christiano Sobral Bruno Souza Dionizio Feitosa Juliana Barreto Mabel Guimarães A Legal Information System for Intelligent Sentence Mining Applied to Civil Law. 1-6 2022 LA-CCI https://doi.org/10.1109/LA-CCI54402.2022.9981551 conf/lacci/2022 db/conf/lacci/lacci2022.html#RojasFRSRSSFBG22 Maria Renay Barbosa da Silva Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Herikles Vinicyus Franca Cordeiro IMUNO-ONTO: Um Modelo Ontológico Baseado na UFO para o Domínio Imunobiológico. 166-173 2022 ONTOBRAS https://ceur-ws.org/Vol-3346/Short6.pdf conf/ontobras/2022 db/conf/ontobras/ontobras2022.html#SilvaRFC22 Alisson Rodrigo Santana dos Santos Cleyton Mário de Oliveira Rodrigues Henning Barly Summer de Melo Identifying Xenophobia in Twitter Posts Using Support Vector Machine with TF/IDF Strategy. 37:1-37:7 2022 SBSI https://doi.org/10.1145/3535511.3535548 https://www.wikidata.org/entity/Q130863740 conf/sbsi/2022 db/conf/sbsi/sbsi2022.html#SantosRM22 Lucas Henrique de Assis Monteiro Cleyton Mário de Oliveira Rodrigues Aêda Monalliza Cunha de Sousa An Information System for Law Integrating Ontological Bases with a Legal Reasoner Chatbot. 44:1-44:8 2022 SBSI https://doi.org/10.1145/3535511.3535555 conf/sbsi/2022 db/conf/sbsi/sbsi2022.html#MonteiroRS22

Cleyton Mário de Oliveira Rodrigues Camila Bezerra Fred Freitas Italo Jose da Silva Oliveira Handling Crimes of Omission by reconciling a criminal core ontology with UFO. 7-39 2020 15 Appl. Ontology 1 https://doi.org/10.3233/AO-200223 db/journals/ao/ao15.html#RodriguesBFO20

João Fausto Lorenzato de Oliveira Luciano Demetrio Santos Pacífico Paulo Salgado Gomes de Mattos Neto Emanoel Francisco Spósito Barreiros Cleyton Mário de Oliveira Rodrigues Adauto Trigueiro de Almeida Filho A hybrid optimized error correction system for time series forecasting. 105970 2020 87 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2019.105970 db/journals/asc/asc87.html#OliveiraPNBRF20

Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Emanoel Francisco Spósito Barreiros Ryan Ribeiro de Azevedo Adauto Trigueiro de Almeida Filho Legal ontologies over time: A systematic mapping study. 12-30 2019 130 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2019.04.009 https://www.wikidata.org/entity/Q125042154 db/journals/eswa/eswa130.html#RodriguesFBAF19

Cleyton M. O. Rodrigues Eunice Palmeira da Silva Fred Freitas Italo Jose da Silva Oliveira Ivan Varzinczak LEGIS: A Proposal to Handle Legal Normative Exceptions and Leverage Inference Proofs Readability. 755-780 2019 6 FLAP 5 https://collegepublications.co.uk/ifcolog/?00034 db/journals/flap/flap6.html#RodriguesSFOV19

João Fausto Lorenzato de Oliveira Emanoel Francisco Spósito Barreiros Cleyton Mário de Oliveira Rodrigues Adauto Trigueiro de Almeida Filho A Hybrid Semi-linear System for Time Series Forecasting. 79-84 2017 BRACIS https://doi.org/10.1109/BRACIS.2017.23 https://doi.ieeecomputersociety.org/10.1109/BRACIS.2017.23 conf/bracis/2017 db/conf/bracis/bracis2017.html#OliveiraBRF17 Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Ryan Ribeiro de Azevedo An Improved Logic-Based Implementation to Ontology Assessment. 408-413 2017 BRACIS https://doi.org/10.1109/BRACIS.2017.22 https://doi.ieeecomputersociety.org/10.1109/BRACIS.2017.22 conf/bracis/2017 db/conf/bracis/bracis2017.html#RodriguesFA17 Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Italo Jose da Silva Oliveira An Ontological Approach to the Three-Phase Method of Imposing Penalties in the Brazilian Criminal Code. 414-419 2017 BRACIS https://doi.org/10.1109/BRACIS.2017.21 https://doi.ieeecomputersociety.org/10.1109/BRACIS.2017.21 conf/bracis/2017 db/conf/bracis/bracis2017.html#RodriguesFO17 Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Ryan Ribeiro de Azevedo An Ontology for Property Crime Based on Events from UFO-B Foundational Ontology. 331-336 2016 BRACIS https://doi.org/10.1109/BRACIS.2016.067 https://doi.ieeecomputersociety.org/10.1109/BRACIS.2016.067 conf/bracis/2016 db/conf/bracis/bracis2016.html#RodriguesFA16 José Roberto B. de A. Monteiro Cleyton M. O. Rodrigues M. L. Aguiar Sliding mode control of brushless DC motor speed with chattering reduction. 542-547 2015 ISIE https://doi.org/10.1109/ISIE.2015.7281525 conf/isie/2015 db/conf/isie/isie2015.html#MonteiroRA15 Rodrigo G. C. Rocha Ryan R. Azevedo Dimas Cassimiro do Nascimento Renan Leandro Diogo Espinhara Eduardo de A. Tavares Amanda Oliveira 0001 Gabriel Franca Cleyton M. O. Rodrigues Silvio Meira 0001 A System Based on Ontology and Case-Based Reasoning to Support Distributed Teams. 403-408 2015 ITNG https://doi.org/10.1109/ITNG.2015.71 conf/itng/2015 db/conf/itng/itng2015.html#RochaACLETOFRM15 Cleyton M. O. Rodrigues Fred Freitas Ryan Ribeiro de Azevedo OCIP - An OntoClean Evaluation System Based on a Constraint Prolog Extension Language. 2015 ONTOBRAS https://ceur-ws.org/Vol-1442/paper_16.pdf conf/ontobras/2015 db/conf/ontobras/ontobras2015.html#RodriguesFA15 Cleyton Mário de Oliveira Rodrigues Ryan Ribeiro de Azevedo Frederico Luiz Gonçalves de Freitas Eunice Palmeira da Silva Patrícia Vieira da Silva Barros An ontological approach for simulating legal action in the Brazilian penal code. 376-381 2015 SAC https://doi.org/10.1145/2695664.2695740 conf/sac/2015 db/conf/sac/sac2015.html#RodriguesAFSB15 Cleyton Mário de Oliveira Rodrigues Frederico Luiz Gonçalves de Freitas Ryan Ribeiro de Azevedo An Ontology Analysis Implementation in Constraint Logic Programming. 317-320 2015 WI-IAT (1) https://doi.org/10.1109/WI-IAT.2015.48 https://doi.ieeecomputersociety.org/10.1109/WI-IAT.2015.48 conf/webi/2015-1 db/conf/webi/webi2015-1.html#RodriguesFA15 Ryan Ribeiro de Azevedo Fred Freitas Rodrigo G. C. Rocha José Antônio Alves de Menezes Cleyton M. O. Rodrigues Mikaela Campos Gomes Towards a framework for ontology learning from interactions in natural language and reasoning. 120-132 2014 CASCON http://dl.acm.org/citation.cfm?id=2735536 conf/cascon/2014 db/conf/cascon/cascon2014.html#AzevedoFRMRG14 Ryan Ribeiro de Azevedo Fred Freitas Rodrigo G. C. Rocha José Antônio Alves de Menezes Cleyton Mário de Oliveira Rodrigues Mikaela Campos Gomes Representing Knowledge in DL ALC from Text. 176-185 2014 KES https://doi.org/10.1016/j.procs.2014.08.097 conf/kes/2014 db/conf/kes/kes2014.html#AzevedoFRMRG14 Ryan Ribeiro de Azevedo Fred Freitas Rodrigo G. C. Rocha José Antônio Alves de Menezes Cleyton Mário de Oliveira Rodrigues Gabriel de França Pereira e Silva An Approach for Learning and Construction of Expressive Ontology from Text in Natural Language. 149-156 2014 WI-IAT (2) https://doi.org/10.1109/WI-IAT.2014.28 https://doi.ieeecomputersociety.org/10.1109/WI-IAT.2014.28 https://www.wikidata.org/entity/Q130894099 conf/webi/2014-2 db/conf/webi/webi2014-2.html#AzevedoFRMRS14

Rodrigo G. C. Rocha Catarina Costa Cleyton Mário de Oliveira Rodrigues Ryan Ribeiro de Azevedo Ivaldir H. de Farias Júnior Silvio Romero de Lemos Meira Rafael Prikladnicki Collaboration Models in Distributed Software Development: a Systematic Review. 2011 14 CLEI Electron. J. 2 https://doi.org/10.19153/cleiej.14.2.1 db/journals/cleiej/cleiej14.html#RochaCRAJMP11

Eric Rommel Dantas Galvão Ryan Ribeiro de Azevedo Cleyton M. O. Rodrigues Silas Cardoso de Almeida Fred Freitas Vinicius Cardoso Garcia A proposal for an educational system service to support teaching/learning process for logic programming. 556 2011 CSEE&T https://doi.org/10.1109/CSEET.2011.5876152 https://doi.ieeecomputersociety.org/10.1109/CSEET.2011.5876152 conf/csee/2011 db/conf/csee/csee2011.html#GalvaoARAFG11 Cleyton Mário de Oliveira Rodrigues Eric Rommel Dantas Galvão Ryan Ribeiro de Azevedo Marcos Aurélio Almeida da Silva LSVF: Least Suggested Value First - A New Search Heuristic to Reduce the Amount of Backtracking Calls in CSP. 416-421 2010 ICAART (1) conf/icaart/2010-1 db/conf/icaart/icaart2010-1.html#RodriguesGAS10 Fabrício da Costa Dias Ryan Ribeiro de Azevedo Cleyton Mário de Oliveira Rodrigues Eric Rommel Dantas Galvão Guilherme Ataíde Dias Roberto Souto Maior de Barros OntoPsic: Leveraging the Knowledge in the Treatment and Diagnosis of Telepsychiatry. 515-520 2010 NSS https://doi.org/10.1109/NSS.2010.33 https://doi.ieeecomputersociety.org/10.1109/NSS.2010.33 conf/nss/2010 db/conf/nss/nss2010.html#DiasARGDB10 Ryan Ribeiro de Azevedo Eric Rommel Dantas Galvão Rubean Caitano dos Santos Cleyton Mário de Oliveira Rodrigues Fred Freitas Marcelo J. Siqueira An autonomic multiagent system ontology-based for management of security of information. 1-9 2009 ICITST https://doi.org/10.1109/ICITST.2009.5402615 conf/icitst/2009 db/conf/icitst/icitst2009.html#AzevedoGSRFS09 M. L. Aguiar Silas Cardoso de Almeida Jean Elder Santana Araújo Ngombo Armando Ryan Ribeiro de AzevedoRyan R. Azevedo Luis E. L. Barbosa Emanoel Francisco Spósito Barreiros Juliana Barreto Fellipe Anchieta Silva Barros Patrícia Vieira da Silva Barros Roberto S. M. BarrosRoberto Souto Maior de Barros Igor Felipe Carboni Battazza Byron L. D. BezerraByron Leite Dantas Bezerra Camila Bezerra David Ferreira Brandão Nathália Cauás Herikles Vinicyus Franca Cordeiro Catarina Costa Tâmara D. Dallegrave Fabrício da Costa Dias Guilherme Ataíde Dias Patricia Takako Endo Diogo Espinhara Roberta A. de A. FagundesRoberta Andrade de Araújo Fagundes Dionizio Feitosa João Paulo Felix Bruno J. T. FernandesBruno José Torres Fernandes Jean Felipe Coelho Ferreira Adauto Trigueiro de Almeida Filho Gabriel Franca Fred FreitasFrederico Luiz Gonçalves de Freitas Eric Rommel Dantas Galvão Vinicius Cardoso Garcia Mikaela Campos Gomes Tiago Medeiros Guedes Mabel Guimarães Ivaldir H. de Farias JúniorIvaldir de Farias Júnior Renan Leandro Sabrina Marczak Denis de Gois Marques Marie Chantelle Cruz Medina Silvio Romero de Lemos MeiraSilvio Meira 0001 Henning Barly Summer de Melo José Antônio Alves de Menezes Cristian Millán-Arias José Roberto Boffino de Almeida MonteiroJosé Roberto B. de A. Monteiro Lucas Henrique de Assis Monteiro Nathanael Motta Hermano Perrelli de MouraHermano P. de Moura Dimas C. NascimentoDimas Cassimiro do Nascimento Antônio dos Santos Ramos Neto Paulo S. G. de Mattos NetoPaulo Salgado Gomes de Mattos Neto Amanda Oliveira 0001 Fernando Henrique Moura de Oliveira Italo Jose da Silva Oliveira João F. L. OliveiraJoão Fausto Lorenzato de Oliveira João Fausto L. de Oliveira Lucas Matheus Da Silva Oliveira Felipe Pacheco Luciano D. S. PacíficoLuciano Demetrio Santos Pacífico Rodolfo Moreira Pereira Rafael Prikladnicki Allana Rocha Richard Rocha Rodrigo G. C. Rocha David Josué Barrientos Rojas Alisson Rodrigo Santana dos Santos Bruna Santos Rodrigo Pereira dos Santos Rubean Caitano dos Santos Wylliams SantosWylliams Barbosa Santos Anna Beatriz Silva Brenda Barros Alves Da Silva Carlo Marcelo Revoredo da Silva Eunice Palmeira da Silva Gabriel Pereira e SilvaGabriel de França Pereira e Silva Leandro H. de S. SilvaLeandro Honorato de Souza Silva Marcelo Leonardo Leôncio da Silva Marcos Aurélio Almeida da Silva Maria Renay Barbosa da Silva Nilton Vieira Silva Marcelo J. Siqueira Paulo Christiano Sobral Aêda Monalliza Cunha de Sousa Ana Claudia Maria de Souza Bruno Souza Eduardo de A. Tavares Ivan Varzinczak Joaquim João Nsaku Ventura