Table of Contents

• A Sequential Recommender System with Embeddings Based on GraphSage AggregatorsAnderson Bottega da Silva, Eduardo Jaques Spinosa. 1-15 [doi]
• Least-Squares Linear Dilation-Erosion Regressor Trained Using a Convex-Concave ProcedureAngelica Lourenço Oliveira, Marcos Eduardo Valle. 16-29 [doi]
• Exploration Versus Exploitation in Model-Based Reinforcement Learning: An Empirical StudyÂngelo Gregório Lovatto, Leliane Nunes de Barros, Denis Deratani Mauá. 30-44 [doi]
• BoVW-CAM: Visual Explanation from Bag of Visual WordsArnaldo Vitor Barros da Silva, Luis Filipe Alves Pereira. 45-55 [doi]
• Using BERT to Predict the Brazilian Stock MarketArthur Emanuel de Oliveira Carosia, Ana Estela Antunes da Silva, Guilherme Palermo Coelho. 56-70 [doi]
• Human Action Recognition Based on 2D Poses and Skeleton JointsBruno Belluzzo, Aparecido Nilceu Marana. 71-83 [doi]
• Self-learning Methodology Based on Degradation Estimation for Underwater Image EnhancementClaudio Dornelles Mello Jr., Bryan Umpierre Moreira, Paulo Jefferson Dias de Oliveira Evald, Paulo Jorge Lilles Drews Junior, Silvia Silva da Costa Botelho. 84-95 [doi]
• When Less May Be More: Exploring Similarity to Improve Experience ReplayDaniel Eugênio Neves, Lucila Ishitani, Zenilton Kleber Gonçalves do Patrocínio Jr.. 96-110 [doi]
• Human Identification Based on Gait and Soft BiometricsDaniel Ricardo dos Santos Jangua, Aparecido Nilceu Marana. 111-122 [doi]
• Training Aware Sigmoidal OptimizationDavid Macêdo, Pedro Dreyer, Teresa Bernarda Ludermir, Cleber Zanchettin. 123-138 [doi]
• Combining Neural Networks and a Color Classifier for Fire DetectionDavi Magalhães Pereira, Marcelo Bernardes Vieira, Saulo Moraes Villela. 139-153 [doi]
• A Study of Emergency Siren Recognition on Resource-Constrained DevicesDavi Francisco Caetano dos Santos, Levy Boccato. 154-168 [doi]
• A Probabilistically-Oriented Analysis of the Performance of ASR Systems for Brazilian Radios and TVsDiego Marques de Azevedo, Guilherme Souza Rodrigues, Marcelo Ladeira. 169-180 [doi]
• A Reward Function Using Image Processing for a Deep Reinforcement Learning Approach Applied to the Sonic the Hedgehog GameFelipe Rafael de Souza, Thiago Silva Miranda, Heder Soares Bernardino. 181-195 [doi]
• Predicting Failures in HDDs with Deep NN and Irregularly-Sampled DataFrancisco Lucas Falcao Pereira, Raif C. B. Bucar, Felipe T. Brito, João Paulo Pordeus Gomes, Javam C. Machado. 196-209 [doi]
• Protein Molecular Function Annotation Based on Transformer EmbeddingsGabriel Bianchin de Oliveira, Hélio Pedrini, Zanoni Dias. 210-220 [doi]
• Event Detection in Therapy Sessions for Children with AutismGuilherme O. Ribeiro, Alexandre Soli Soares, Jônata Tyska Carvalho, Mateus Grellert. 221-235 [doi]
• On Social Consensus Mechanisms for Federated Learning AggregationIgor Felipe de Camargo, Rodolfo Stoffel Antunes, Gabriel de Oliveira Ramos. 236-250 [doi]
• PT: A Corpus of Literature in Portuguese for NLPIgor Morgado, Luis-Gil Moreno-Jiménez, Juan Manuel Torres Moreno, Roseli S. Wedemann. 251-265 [doi]
• A Survey of Recent Advances on Two-Step 3D Human Pose EstimationJoão Renato Ribeiro Manesco, Aparecido Nilceu Marana. 266-281 [doi]
• Exploring Advances in Transformers and CNN for Skin Lesion Diagnosis on Small DatasetsLeandro M. de Lima, Renato A. Krohling. 282-296 [doi]
• A Comparative Study of Federated Versus Centralized Learning for Time Series Prediction in IoTLia Sucupira Furtado, Leonardo Ferreira da Costa, Paulo Henrique Gonçalves Rocha, Paulo Antonio Leal Rego. 297-311 [doi]
• A Hybrid System with Nonlinear Combination for Wind Speed ForecastingLeonardo de Leon Dias, Emerson Alexandre de Oliveira Lima, João Fausto Lorenzato de Oliveira. 312-327 [doi]
• Detecting Malicious HTTP Requests Without Log Parser Using RequestBERT-BiLSTMLevi S. Ramos Júnior, David Macêdo, Adriano L. I. Oliveira, Cleber Zanchettin. 328-342 [doi]
• Aiding Glaucoma Diagnosis from the Automated Classification and Segmentation of Fundus ImagesLucas M. Ceschini, Lucas Micol Policarpo, Rodrigo Da Rosa Righi, Gabriel de Oliveira Ramos. 343-356 [doi]
• Offline and Online Neural Network Learning in the Context of Smart Homes and Fog ComputingLucas V. S. De Mamann, Daniel Fernando Pigatto, Myriam Regattieri Delgado. 357-372 [doi]
• Improved Alternative Average Support Value for Automatic Ingredient Substitute Recommendation in Cooking RecipesLuciano D. S. Pacífico, Larissa F. S. Britto, Teresa Bernarda Ludermir. 373-387 [doi]
• Augmenting a Physics-Informed Neural Network for the 2D Burgers Equation by Addition of Solution Data PointsMarlon S. Mathias, Wesley P. de Almeida, Jefferson F. Coelho, Lucas P. de Freitas, Felipe M. Moreno, Caio F. D. Netto, Fábio Gagliardi Cozman, Anna Helena Reali Costa, Eduardo Aoun Tannuri, Edson S. Gomi, Marcelo Dottori. 388-401 [doi]
• Impact of Morphological Segmentation on Pre-trained Language ModelsMatheus Westhelle, Luciana Bencke, Viviane P. Moreira. 402-416 [doi]
• Learning Global Optimization by Deep Reinforcement LearningMoésio Wenceslau da Silva Filho, Gabriel A. Barbosa, Péricles B. C. de Miranda. 417-433 [doi]
• A Frequency Learning Approach Based on the Hartley Transform for Texture ClassificationNatalia Gil Canto, José Augusto Stuchi, Levy Boccato. 434-448 [doi]
• How Resilient Are Imitation Learning Methods to Sub-optimal Experts?Nathan Gavenski, Juarez Monteiro, Adilson Medronha, Rodrigo C. Barros. 449-463 [doi]
• To Answer or Not to Answer? Filtering Questions for QA SystemsPaulo Pirozelli, Anarosa A. F. Brandão, Sarajane M. Peres, Fábio Gagliardi Cozman. 464-478 [doi]
• Deep Learning-Based Abstractive Summarization for Brazilian Portuguese TextsPedro H. Paiola, Gustavo H. de Rosa, João P. Papa. 479-493 [doi]
• Interact2Vec: Neural Item and User Embedding for Collaborative FilteringPedro R. Pires, Tiago A. Almeida 0001. 494-509 [doi]
• Deep Learning-Based COVID-19 Screening Using Photographs of Chest X-Rays Displayed in Computer MonitorsPedro Silva 0004, Eduardo Luz 0001, Larissa Silva, Caio Gonçalves, Dênis Oliveira, Rodrigo C. P. Silva, Gladston Moreira. 510-522 [doi]
• Artificial Neural Networks to Analyze Energy Consumption and Temperature of UAV On-Board Computers Executing Algorithms for Object DetectionRenato S. Maximiano, Valdivino Alexandre de Santiago Júnior, Elcio Hideiti Shiguemori. 523-538 [doi]
• FastContext: Handling Out-of-Vocabulary Words Using the Word Structure and ContextRenato Moraes Silva, Johannes V. Lochter, Tiago A. Almeida 0001, Akebo Yamakami. 539-557 [doi]
• A Wrapper Approach for Video Anomaly Detection Applying Light Gradient Boosting Machine in a Multiple Instance Learning SettingSilas Santiago Lopes Pereira, José Everardo Bessa Maia. 558-573 [doi]
• PAN RAM Bootstrapping Regressor - A New RAM-Based Architecture for Regression ProblemsStarch Melo de Souza, Kelly Pereira de Lima, Anthony José da Cunha Carneiro Lins, Adriano Fabio Querino de Brito, Paulo J. L. Adeodato. 574-587 [doi]
• ConveXplainer for Graph Neural NetworksTamara A. Pereira, Erik Jhones F. do Nascimento, Diego Mesquita, Amauri H. Souza. 588-600 [doi]
• Extreme Learning Machine to Graph Convolutional NetworksThales Gonçalves, Luis Gustavo Nonato. 601-615 [doi]
• Sequence Labeling Algorithms for Punctuation Restoration in Brazilian Portuguese TextsTiago B. de Lima, Péricles B. C. de Miranda, Rafael Ferreira Mello, Moesio Wenceslau, Ig Ibert Bittencourt, Thiago Damasceno Cordeiro, Jário José. 616-630 [doi]
• Neural Architecture Search Applied to Hybrid Morphological Neural NetworksVictor Alexandre Gomes Weil, João Batista Florindo. 631-645 [doi]
• Extending the Universal Approximation Theorem for a Broad Class of Hypercomplex-Valued Neural NetworksWington L. Vital, Guilherme Vieira, Marcos Eduardo Valle. 646-660 [doi]