Confidence Level
The probability of error cannot be determined exactly, but has itself a probability distribution that is summarized by a pair of confidence limits
For a given confidence level, the upper limit on this probability can be found from the confidence limits for the binomial distribution
C4.5 equates the predicted error rate at a leaf with this upper limit
Notes: