A Study of the Use of Complexity Measures in the Similarity Search Process Adopted by kNN Algorithm for Time Series Prediction. - Antonio Rafael Sabino Parmezan; Gustavo E. A. P. A. Batista (ICMLA, 2015)

Metalearning for choosing feature selection algorithms in data mining: Proposal of a new framework. - Antonio Rafael Sabino Parmezan; Huei Diana Lee; Feng Chung Wu (Expert Syst. Appl., 2017)

Towards Hierarchical Classification of Data Streams. - Antonio Rafael Sabino Parmezan; Vinícius M. A. de Souza; Gustavo E. A. P. A. Batista (CIARP, 2018)

Dermoscopic assisted diagnosis in melanoma: Reviewing results, optimizing methodologies and quantifying empirical guidelines. - Huei Diana Lee; Ana Isabel Mendes; Newton Spolaôr; Jefferson Tales Oliva; Antonio Rafael Sabino Parmezan; Feng Chung Wu; Rui Fonseca-Pinto (Knowl. Based Syst., 2018)

Evaluation of statistical and machine learning models for time series prediction: Identifying the state-of-the-art and the best conditions for the use of each model. - Antonio Rafael Sabino Parmezan; Vinícius M. A. de Souza; Gustavo E. A. P. A. Batista (Inf. Sci., 2019)

A Combination of Local Approaches for Hierarchical Music Genre Classification. - Antonio Rafael Sabino Parmezan; Diego Furtado Silva; Gustavo E. A. P. A. Batista (ISMIR, 2020)

A Graph-Based Spatial Cross-Validation Approach for Assessing Models Learned with Selected Features to Understand Election Results. - Tiago Pinho da Silva; Antonio Rafael Sabino Parmezan; Gustavo E. A. P. A. Batista (ICMLA, 2021)

Automatic recommendation of feature selection algorithms based on dataset characteristics. - Antonio Rafael Sabino Parmezan; Huei Diana Lee; Newton Spolaôr; Feng Chung Wu (Expert Syst. Appl., 2021)

Analysing Spatio-Temporal Voting Patterns in Brazilian Elections Through a Simple Data Science Pipeline. - L. H. M. Jacintho; Tiago Pinho da Silva; Antonio Rafael Sabino Parmezan; Gustavo E. A. P. A. Batista (J. Inf. Data Manag., 2021)

Efficient unsupervised drift detector for fast and high-dimensional data streams. - Vinícius M. A. de Souza; Antonio Rafael Sabino Parmezan; Farhan Asif Chowdhury; Abdullah Mueen (Knowl. Inf. Syst., 2021)

A video indexing and retrieval computational prototype based on transcribed speech. - Newton Spolaôr; Huei Diana Lee; Weber Shoity Resende Takaki; Leandro Augusto Ensina; Antonio Rafael Sabino Parmezan; Jefferson Tales Oliva; Cláudio Saddy Rodrigues Coy; Feng Chung Wu (Multim. Tools Appl., 2021)

Sequential Short-Text Classification from Multiple Textual Representations with Weak Supervision. - Ivan J. Reis Filho; Luiz H. D. Martins; Antonio Rafael Sabino Parmezan; Ricardo M. Marcacini; Solange O. Rezende (BRACIS (1), 2022)

Geographic Context-Based Stacking Learning for Election Prediction from Socio-economic Data. - Tiago Pinho da Silva; Antonio Rafael Sabino Parmezan; Gustavo E. A. P. A. Batista (BRACIS (1), 2022)

Time Series Prediction via Similarity Search: Exploring Invariances, Distance Measures and Ensemble Functions. - Antonio Rafael Sabino Parmezan; Vinícius M. A. de Souza; Gustavo E. A. P. A. Batista (IEEE Access, 2022)

Hierarchical classification of pollinating flying insects under changing environments. - Antonio Rafael Sabino Parmezan; Vinícius M. A. de Souza; Arpita Seth; Indre Zliobaite; Gustavo E. A. P. A. Batista (Ecol. Informatics, 2022)

DIF-SR: A Differential Item Functioning-Based Sample Reweighting Method. - Diego Minatel; Antonio Rafael Sabino Parmezan; Mariana Curi; Alneu de Andrade Lopes (CIARP, 2023)

Fairness-Aware Model Selection Using Differential Item Functioning. - Diego Minatel; Antonio Rafael Sabino Parmezan; Mariana Curi; Alneu de Andrade Lopes (ICMLA, 2023)

Fine-tuning pre-trained neural networks for medical image classification in small clinical datasets. - Newton Spolaôr; Huei Diana Lee; Ana Isabel Mendes; Conceição Veloso Nogueira; Antonio Rafael Sabino Parmezan; Weber Shoity Resende Takaki; Cláudio Saddy Rodrigues Coy; Feng Chung Wu; Rui Fonseca-Pinto (Multim. Tools Appl., 2024)

A DIF-Driven Threshold Tuning Method for Improving Group Fairness. - Diego Minatel; Antonio Rafael Sabino Parmezan; Nícolas Roque dos Santos; Mariana Curi; Alneu de Andrade Lopes (SAC, 2025)