Comparative analysis of different characteristics of automatic sleep stages

•Summarize several classification methods and feature extraction methods.•Use 22 features based on time domain, time-frequency domain, and nonlinear analysis methods to achieve sleep staging.•Use ANOVA method to analyze the distribution of features.•Discuss the results of the sleep staging with different methods in the literature.•Conclude the development and outlook about sleep staging.