2 papers
stat.ML2025
A novel Information-Driven Strategy for Optimal Regression Assessment
BenjamÃn Castro, Camilo RamÃrez, Sebastián Espinosa +3
In Machine Learning (ML), a regression algorithm aims to minimize a loss function based on data. An assessment method in this context seeks to quantify the discrepancy between the…
eess.SP2025
Fault Detection and Monitoring using a Data-Driven Information-Based Strategy: Method, Theory, and Application
Camilo RamÃrez, Jorge F. Silva, Ferhat Tamssaouet +2
The ability to detect when a system undergoes an incipient fault is of paramount importance in preventing a critical failure. Classic methods for fault detection (including model-b…