The results indicate there is a significant difference (p <   We compared training speed under the following condition; The iteration for Semi-PER is 100, the iteration number for Semi-CRF trained with SGD is 100×m, where m is the number of training samples, and the one time iteration of boosting with the perceptron iteration 100.
all training methods attempted 100 × m times estimation.