Evaluation of four machine learning models for signal detection

• Autori principali: Daniel G. Dauner (Autore), Eleazar Leal (Autore), Terrence J. Adam (Autore), Rui Zhang (Autore), Joel F. Farley (Autore)
• Natura: Libro
• Pubblicazione: SAGE Publishing, 2023-12-01T00:00:00Z.
• Soggetti: article
• Accesso online: Connect to this object online.

Background: Logistic regression-based signal detection algorithms have benefits over disproportionality analysis due to their ability to handle potential confounders and masking factors. Feature exploration and developing alternative machine learning algorithms can further strengthen signal detectio...