2 papers
cs.LG2025
Classification Error Bound for Low Bayes Error Conditions in Machine Learning
Zijian Yang, Vahe Eminyan, Ralf Schlüter +1
In statistical classification and machine learning, classification error is an important performance measure, which is minimized by the Bayes decision rule. In practice, the unknow…
cs.IT2024
Refined Statistical Bounds for Classification Error Mismatches with Constrained Bayes Error
Zijian Yang, Vahe Eminyan, Ralf Schlüter +1
In statistical classification/multiple hypothesis testing and machine learning, a model distribution estimated from the training data is usually applied to replace the unknown true…