Author

W. Rodrigues

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Open access Jul 2026

Revisiting Logistic Regression for High-Dimensional Gene Expression Data

A reformulated logistic regression framework designed for feature selection and classification in complex high-dimensional settings is proposed and several selected features were consistent with previously reported disease-associated markers, supporting the biological plausibility of the model.

Rossana O. Souza, W. Rodrigues, Bráulio Couto et al. · bioRxiv · 0 citations

Review Open access Jul 2026

Artificial intelligence for genomic science: a scoping review of concepts, architectures, applications, and open challenges

This scoping review mapped how AI is defined and operationalized in genomic science, including machine learning, deep learning, graph-based methods, foundation models, and large language models, and synthesized their data modalities, applications, evaluation practices, interpretability strategies, and governance challe...

W. Rodrigues, M. Parise, Doglas Parise et al. · Frontiers in Bioinformatics · 1 citation