Maria Gabriela Valeriano

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 6

Top Topics

Machine Learning

Classification Rate

Top Venues

GECCO Companion

Publications

Maria Gabriela Valeriano, João Luiz Junho Pereira, Carlos Roberto Veiga Kiffer, Ana Carolina Lorena
Explaining instances in the health domain based on the exploration of a dataset's hardness embedding. GECCO Companion (2024)
Maria Gabriela Valeriano, Pedro Yuri Arbs Paiva, Carlos Roberto Veiga Kiffer, Ana Carolina Lorena
A Framework for Characterizing What Makes an Instance Hard to Classify. BRACIS (2) (2023)
Pedro Yuri Arbs Paiva, Camila Castro Moreno, Kate Smith-Miles, Maria Gabriela Valeriano, Ana Carolina Lorena
Relating instance hardness to classification performance in a dataset: a visual approach. Mach. Learn. 111 (8) (2022)
Maria Gabriela Valeriano, Carlos Roberto Veiga Kiffer, Giane Higino, Paloma Zanão, Dulce A. Barbosa, Patrícia A. Moreira, Paulo Caleb J. L. Santos, Renato Grinbaum, Ana Carolina Lorena
Let the data speak: analysing data from multiple health centers of the São Paulo metropolitan area for COVID-19 clinical deterioration prediction. CCGRID (2022)
Pedro Yuri Arbs Paiva, Kate Smith-Miles, Maria Gabriela Valeriano, Ana Carolina Lorena
PyHard: a novel tool for generating hardness embeddings to support data-centric analysis. CoRR (2021)
Leila Abuabara, Maria Gabriela Valeriano, Carlos Roberto Veiga Kiffer, Horacio Hideki Yanasse, Ana Carolina Lorena
Using Machine Learning to support health system planning during the Covid-19 pandemic: a case study using data from São José dos Campos (Brazil). CLEI Electron. J. 24 (3) (2021)