Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification Tasks

Rouhollah Ahmadian, Mehdi Ghatee, Johan Wahlström

This study introduces novel superior scoring rules called Penalized Brier Score (PBS) and Penalized Logarithmic Loss (PLL) to improve model evaluation for probabilistic classificat…