Method and apparatus for determining the limit on learning machine accuracy imposed by data quality

摘要

A method and apparatus for determining the limit on learning machine accuracy imposed by the quality of data. A plurality of learning machines of increasing capacity are trained using training data and tested using test data, and the training error rates and test error rates are calculated. The asymptotic error rates of the learning machines are calculated and compared. When the change in asymptotic error rate falls below a certain rate, the asymptotic error rate estimates the limit on learning machine accuracy imposed by the data.