Research Article

Efficient and Effective Learning of HMMs Based on Identification of Hidden States

Table 3

Average characteristics of ground truth HMMs.

Type Specificity Minimal (%)

Persistent 0.25 100 0.018
Transient-cyclic0.32 100 0.017
Hybrid 0.17 1000.019

Note: : mean of the log-likelihood distribution of the true model; : standard deviation of the log-likelihood distribution of the true model.