Empirical Risk Minimization

تقليل المخاطر التجريبية

استراتيجية تعلُّم تختار الفرضية التي تحقق أقل خطأ على بيانات التدريب. نظرية VC تُثبت أنها صحيحة حين يكون بُعد VC لفئة الفرضيات محدوداً.

A learning strategy that selects the hypothesis with the lowest error on training data. VC theory proves it is valid when the hypothesis class has finite VC dimension.

Also translated asتقليل الخطأ التجريبي، ERM

First appears in this corpus in: On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities (1971)

Appears in these papers

Reconciling Modern Machine-Learning Practice and the Classical Bias–Variance Trade-Off2019 in the sky ✦
Reconciling Modern Machine-Learning Practice and the Classical Bias–Variance Trade-Off2019 in the sky ✦
mixup: Beyond Empirical Risk Minimization2018 in the sky ✦
mixup: Beyond Empirical Risk Minimization2018 in the sky ✦
On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities1971 in the sky ✦