Search Results - "Santos, Vitor Cirilo Araujo"

The quest for the reliability of machine learning models in binary classification on tabular data by Araujo Santos, Vitor Cirilo, Cardoso, Lucas, Alves, Ronnie

“…In this paper we explore the reliability of contexts of machine learning (ML) models. There are several evaluation procedures commonly used to validate a model…”
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Vegetative functional traits guide plant species selection for initial mineland rehabilitation by Gastauer, Markus, Sarmento, Priscila Sanjuan de Medeiros, Santos, Vitor Cirilo Araujo, Caldeira, Cecílio Frois, Ramos, Silvio Junio, Teodoro, Grazielle Sales, Siqueira, José Oswaldo

“…Functional ecology provides useful tools for selecting native species for rehabilitation purposes. Here, we evaluated a list of native tree and shrub species…”
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Metagenomics-based signature clustering and interactive visualization analysis by Santos, Vitor Cirilo Araujo, Correa, Leandro, Meiguins, Bianchi, Oliveira, Guilherme, Alves, Ronnie

“…Metagenomics can be seeing as a data sampling of microorganisms genome sequences inhabiting a common environment. Those sequences can further be evaluated to…”
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Explanations based on Item Response Theory (eXirt): A model-specific method to explain tree-ensemble model in trust perspective by de Sousa Ribeiro Filho, José, Cardoso, Lucas Felipe Ferraro, da Silva, Raíssa Lorena Silva, Carneiro, Nikolas Jorge Santiago, Santos, Vitor Cirilo Araujo, de Oliveira Alves, Ronnie Cley

“…Solutions based on tree-ensemble models represent a considerable alternative to real-world prediction problems, but these models are considered black box, thus…”
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Standing on the shoulders of giants by Cardoso, Lucas Felipe Ferraro, Filho, José de Sousa Ribeiro, Santos, Vitor Cirilo Araujo, Frances, Regiane Silva Kawasaki, Alves, Ronnie Cley de Oliveira

“…Although fundamental to the advancement of Machine Learning, the classic evaluation metrics extracted from the confusion matrix, such as precision and F1, are…”
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