The Multi-layered Interval Categorizer Tesselation-based Model. - Marilton S. de Aguiar; Graçaliz Pereira Dimuro; Antônio Carlos da Rocha Costa; Rafael K. S. Silva; Fábia A. da Costa; Vladik Kreinovich (GEOINFO, 2004)

HPC-ICTM: The Interval Categorizer Tessellation-Based Model for High Performance Computing. - Marilton S. de Aguiar; Graçaliz Pereira Dimuro; Fábia A. da Costa; Rafael K. S. Silva; César A. F. De Rose; Antônio Carlos da Rocha Costa; Vladik Kreinovich (PARA, 2004)

ICTM: An Interval Tessellation-Based Model for Reliable Topographic Segmentation. - Marilton Sanchotene de Aguiar; Graçaliz Pereira Dimuro; Antônio Carlos da Rocha Costa (Numer. Algorithms, 2004)

HPC-ICTM: a Parallel Model for Geographic Categorization. - Rafael K. S. Silva; César A. F. De Rose; Marilton S. de Aguiar; Graçaliz Pereira Dimuro; Antônio Carlos da Rocha Costa (John Vincent Atanasoff Symposium, 2006)

Extending the HPC-ICTM Geographical Categorization Model for Grid Computing. - Rafael K. S. Silva; Marilton S. de Aguiar; César A. F. De Rose; Graçaliz Pereira Dimuro (PARA, 2006)

NUMA-ICTM: A parallel version of ICTM exploiting memory placement strategies for NUMA machines. - Márcio Castro 001; Luiz Gustavo Fernandes; Christiane Pousa Ribeiro; Jean-François Méhaut; Marilton Sanchotene de Aguiar (IPDPS, 2009)

Ordering and partitioning of coefficients based on heuristic algorithms for low power FIR filter realization. - Angelo G. da Luz; Eduardo A. C. da Costa; Marilton S. de Aguiar (SBCCI, 2010)

Exploring the use of heuristic-based algorithms for the ordering and partitioning of coefficients for power efficient fir filters realization. - Angelo G. da Luz; Eduardo A. C. da Costa; Marilton S. de Aguiar (SBCCI, 2011)

Hybrid Intelligent Systems: A Study on Genetic Algorithms and Fuzzy Approaches. - Luís Felipe K. de Macedo; Graçaliz Pereira Dimuro; Marilton Sanchotene de Aguiar (WEIT, 2011)

Cultural Algorithms: A Study of Concepts and Approaches. - Murian dos Reis Ribeiro; Marilton Sanchotene de Aguiar (WEIT, 2011)

On Vector and Matrices of Fuzzy Numbers. - Jorge Luis B. Ribes; Graçaliz Pereira Dimuro; Marilton Sanchotene de Aguiar (WEIT, 2011)

Computational Techniques to Manage Natural Resources. - Diana Francisca Adamatti; Marilton S. de Aguiar (Int. J. Organ. Collect. Intell., 2012)

An Extended Evolutionary Learning Approach For Multiple Robot Path Planning In A Multi-Agent Environment. - Taua M. Cabreira; Marilton S. de Aguiar; Graçaliz Pereira Dimuro (IEEE Congress on Evolutionary Computation, 2013)

Discussing the Challenges Related to Deployment of Computational Thinking in Brazilian Basic Education. - Taina Carvalho; Daiane Andrade; Jayne Silveira; Victor Auler; Simone André da Costa Cavalheiro; Marilton S. de Aguiar; Luciana Foss; Ana Marilza Pernas; Renata Reiser (WEIT, 2013)

An Evolutionary Spatial Game-based Approach for the Self-regulation of Social Exchanges in MAS. - Luís Felipe K. de Macedo; Graçaliz Pereira Dimuro; Marilton S. de Aguiar; Helder Coelho (ECAI, 2014)

An Extension of Fuzzy C-Means Applied to Spot Recognition in Images of Two-Dimensional Electrophoresis. - Marlon Dias; Geancarlo Maydana; Marilton S. de Aguiar (MICAI (Special Sessions), 2015)

An Architecture Proposal Based in Intelligent Algorithms for Motifs Discovery in Genetic Expressions. - Augusto G. Schmidt; Frederico Schmitt Kremer; Vinícius Steffens Pazzini; Michel S. Pedroso; Marilton S. de Aguiar (MICAI (2), 2015)

Mobile ACORoute - Route Recommendation Based on Communication by Pheromones. - Carla S. G. Pires; Marilton S. de Aguiar; Paulo R. Ferreira Jr. (Polibits, 2015)

Computação na Educação Básica no Brasil: o Estado da Arte. - Adriana Bordini; Christiano Martino Otero Avila; Yuri Weisshahn; Mônica Marques da Cunha; Simone André da Costa Cavalheiro; Luciana Foss; Marilton S. de Aguiar; Renata Hax Sander Reiser (RITA, 2016)

A legislation-oriented VLE-MAS system applied to MOODLE. - Maria Isabel Giusti Moreira; Antônio Carlos da Rocha Costa; Marilton Sanchotene de Aguiar (ITHET, 2017)

A Model for Pest Infestation Prediction in Crops Based on Local Meteorological Monitoring Stations. - William Dalmorra de Souza; Thainan Bystronski Remboski; Marilton Sanchotene de Aguiar; Paulo Roberto Ferreira Jr. (MICAI (Special Session), 2017)

Identification of fruit fly in intelligent traps using techniques of digital image processing and machine learning. - Thainan B. Remboski; William D. de Souza; Marilton S. de Aguiar; Paulo R. Ferreira Jr. (SAC, 2018)

A Legislation-Oriented VLE-MAS System Applied to MOODLE. - Maria Isabel Giusti Moreira; Marilton Sanchotene de Aguiar; Antônio Carlos da Rocha Costa; Verlani Timm Hinz (Res. Comput. Sci., 2018)

Mineral Classification Using Machine Learning and Images of Microscopic Rock Thin Section. - Henrique Pereira Borges; Marilton Sanchotene de Aguiar (MICAI, 2019)

Brazilian Traffic Signs Detection and Recognition in Videos Using CLAHE, HOG Feature Extraction and SVM Cascade Classifier with Temporal Coherence. - Renata Zottis Junges; Mauricio Braga de Paula; Marilton Sanchotene de Aguiar (MICAI, 2019)

Ontology-Based Legal System in Multi-agents Systems. - Fábio Aiub Sperotto; Mairon Belchior; Marilton Sanchotene de Aguiar (MICAI, 2019)

Deep Learning applied to the Identification of Fruit Fly in Intelligent Traps. - Valter A. M. Martins; Lucas C. Freitas; Marilton S. de Aguiar; Lisane B. de Brisolara; Paulo R. Ferreira Jr. (SBESC, 2019)

Systematic Review of Natural Resource Management using Multiagent Systems and Role-Playing Games. - Giovani Farias; Bruna Leitzke; Míriam Born; Marilton S. de Aguiar; Diana Francisca Adamatti (Res. Comput. Sci., 2019)

Diagnosis of Apple Fruit Diseases in the Wild with Mask R-CNN. - Ramásio Ferreira de Melo; Gustavo Lameirão de Lima; Guilherme Ribeiro Corrêa; Bruno Zatt; Marilton Sanchotene de Aguiar; Gilmar Ribeiro Nachtigall; Ricardo Matsumura de Araújo (BRACIS, 2020)

AgentDevLaw: A Middleware Architecture for Integrating Legal Ontologies and Multi-agent Systems. - Fábio Aiub Sperotto; Marilton Sanchotene de Aguiar (BRACIS (2), 2020)

Mapping needs, motivations, habits and strategies of RPG players in the context of water resources management. - Fernanda P. Mota; Míriam B. Born; Marilton S. de Aguiar; Diana Francisca Adamatti (FIE, 2020)

RDE-MOGA: Automatic Selection of Rate-Distortion-Energy Control Points for Video Encoders Using Muti-Objetive Genetic Algorithm. - Ítalo D. Machado; Marilton S. de Aguiar; Marcelo Schiavon Porto; Guilherme Corrêa 001; Daniel Palomino 001; Bruno Zatt (ICASSP, 2020)

Water Resources Analysis: An Approach based on Agent-Based Modeling. - Giovani Parente Farias; Bruna Leitzke; Míriam Born; Marilton S. de Aguiar; Diana Francisca Adamatti (RITA, 2020)

A New Method Based on Deep Learning to Detect Lesions in Retinal Images using YOLOv5. - Carlos Santos 007; Marilton S. de Aguiar; Daniel Welfer; Bruno Belloni (BIBM, 2021)

Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization. - Shubham Rai; Walter Lau Neto; Yukio Miyasaka; Xinpei Zhang; Mingfei Yu; Qingyang Yi; Masahiro Fujita; Guilherme B. Manske; Matheus F. Pontes; Leomar S. da Rosa; Marilton S. de Aguiar; Paulo F. Butzen; et al. (DATE, 2021)

Detection of Fundus Lesions through a Convolutional Neural Network in Patients with Diabetic Retinopathy. - Carlos Santos 007; Marilton Sanchotene de Aguiar; Daniel Welfer; Bruno Belloni (EMBC, 2021)

Deep Neural Network Model based on One-Stage Detector for Identifying Fundus Lesions. - Carlos Santos 007; Marilton Sanchotene de Aguiar; Daniel Welfer; Bruno Belloni (IJCNN, 2021)

Attribute selection based on genetic and classification algorithms in the prediction of hospitalization need of COVID-19 patients. - Miriam Pizzatto Colpo; Bruno Cascaes Alves; Kevin Soares Pereira; Anna Flávia Zimmermann Brandão; Marilton Sanchotene de Aguiar; Tiago Thompsen Primo (SBSI, 2021)

A Method Based on Deep Neural Network for Instance Segmentation of Retinal Lesions Caused by Diabetic Retinopathy. - Carlos Santos 007; Marilton S. de Aguiar; Daniel Welfer; Marcelo Silva; Alejandro Pereira; Marcelo Ribeiro; Bruno Belloni (CSCI, 2022)

Predicting COVID-19 hospitalizations with attribute selection based on genetic and classification algorithms. - Miriam Pizzatto Colpo; Bruno Cascaes Alves; Kevin Soares Pereira; Anna Flávia Zimmermann Brandão; Marilton Sanchotene de Aguiar; Tiago Thompsen Primo (Braz. J. Inf. Syst., 2022)

A New Approach for Detecting Fundus Lesions Using Image Processing and Deep Neural Network Architecture Based on YOLO Model. - Carlos Santos 007; Marilton S. de Aguiar; Daniel Welfer; Bruno Belloni (Sensors, 2022)

Alfaba: A Tangible Solution to Support Brazilian Dyslexic Students in their Literacy Process. - Laura Quevedo Jurgina; Lui Gill Aquini; Rafael Iankowski Soares; Leomar Soares da Rosa Jr.; Marilton Sanchotene de Aguiar; Tiago Thompsen Primo (EDUCON, 2023)

Analyzing Role Playing Game and its Roles and Concepts Based on Collective Subject Discourse. - Míriam B. Born; Fernanda P. Mota; Marilton S. de Aguiar; Diana Francisca Adamatti (FIE, 2023)

The Importance of Using Games to Understand the Pollution Problem and the Water Management Complexity: an Analysis Based on Collective Subject Discourse. - Míriam B. Born; Fernanda P. Mota; Marilton S. de Aguiar; Diana Francisca Adamatti (FIE, 2023)

The Impact of a Water Resources Management RPG (Role-Playing Game) on the Players' Lives: An Analysis Based on Collective Subject Discourse. - Fernanda P. Mota; Míriam B. Born; Marilton S. de Aguiar; Diana Francisca Adamatti (FIE, 2023)

Modeling organizational level of agents with moise+ to a natural resources management RPG. - Míriam Born; Marilton S. de Aguiar; Diana Francisca Adamatti (FLAIRS, 2023)

Detection of retinal microlesions through YOLOR-CSP architecture and image slicing with the SAHI algorithm. - Alejandro Pereira; Carlos Silva 003; Marilton S. de Aguiar; Daniel Welfer; Marcelo Dias; Marcelo Ribeiro; Reza Ahmadi (IJCNN, 2023)

How to improve the quality of GAN-based map generators. - Daniele Fernandes E. Silva; Rafael Piccin Torchelsen; Marilton Sanchotene de Aguiar (SBGames, 2023)

Exploring Heterogeneous Open Multi-Agent Systems on Cloud Using a Docker-Based Architecture. - Gustavo Lameirão de Lima; Marilton Sanchotene de Aguiar (SSCI, 2023)

A New Approach for Fundus Lesions Instance Segmentation Based on Mask R-CNN X101-FPN Pre-Trained Architecture. - Carlos Silva 003; Marilton S. de Aguiar; Daniel Welfer; Marcelo Dias; Alejandro Pereira; Marcelo Ribeiro; Bruno Belloni (IEEE Access, 2023)

Deep Learning Embedded into Smart Traps for Fruit Insect Pests Detection. - Lucas C. Freitas; Valter A. M. Martins; Marilton S. de Aguiar; Lisane B. de Brisolara; Paulo R. Ferreira Jr. (ACM Trans. Intell. Syst. Technol., 2023)

Neuroplasticity-Based Literacy Rescue: A Multisensory and Tangible Learning Methodology for Children at Risk. - Laura Quevedo Jurgina; Lui Gill Aquini; Marilton Sanchotene de Aguiar; Leomar Soares da Rosa; João Pedro Lopes; Tiago Duarte Mackedanz; Angela Ines Klein; Tiago Thompsen Primo; Rafael Iankowski Soares (EDUCON, 2024)

An Improved Approach for Semantic Segmentation of Fundus Lesions using R2U-Net. - Alejandro Pereira; Carlos Santos 007; Marilton S. de Aguiar; Daniel Welfer; Marcelo Dias; Rafaela de Menezes; Paulo Roberto Ferreira; Fábio D. Rossi; Marcos Cordeiro d'Ornellas; Carlos Jesus Pereira Haygert; Juliano F. Kazienko; Fábio Comim; et al. (EMBC, 2024)

A Machine Learning Pipeline for Emotion Recognition based on Brain Topographic Maps Derived from Electroencephalogram Signals. - Bruno Cascaes Alves; Marla Pereira Melo; Artur Melchiori Cerri; Larissa Astrogildo de Freitas; Diana Francisca Adamatti; Marilton Sanchotene de Aguiar (FLAIRS, 2024)

DRAT: A semi-supervised tool for automatic annotation of lesions caused by diabetic retinopathy. - Marcelo Dias; Carlos Santos 007; Marilton S. de Aguiar; Daniel Welfer; Alejandro Pereira; Fernando Ollé (SBSI, 2024)

Educational Data Mining for Dropout Prediction: Trends, Opportunities, and Challenges. - Miriam Pizzatto Colpo; Tiago Thompsen Primo; Marilton Sanchotene de Aguiar; Cristian Cechinel (Revista Brasileira de Informática na Educ., 2024)

Lessons learned from the student dropout patterns on COVID-19 pandemic: An analysis supported by machine learning. - Miriam Pizzatto Colpo; Tiago Thompsen Primo; Marilton Sanchotene de Aguiar (Br. J. Educ. Technol., 2024)

Pensamento Computacional e Mecânicas de Jogos Sérios: Um Estudo de Caso sobre a Linha da Decomposição. - André Luis Macedo Caruso; Simone André da Costa Cavalheiro; Marilton Sanchotene de Aguiar (Revista Brasileira de Informática na Educ., 2025)

A Brazilian Perspective on Computing for the Planet's Sustainability. - Raimundo José de Araújo Macêdo; Marcelo Pias; Esteban Clua; Marilton S. de Aguiar; Pedro Ribeiro de Andrade; Alirio Santos de Sá; Eulanda M. dos Santos; José Campos dos Santos; Lúbia Vinhas (Commun. ACM, 2025)

Procedural game level generation with GANs: potential, weaknesses, and unresolved challenges in the literature. - Daniele Fernandes E. Silva; Rafael P. Torchelsen; Marilton S. de Aguiar (Multim. Tools Appl., 2025)