CCS Concepts:  
$\cdot$ Theory of computation $\rightarrow$ Models of computation;  
$\cdot$ Applied computing $\rightarrow$ Computational biology;  
$\cdot$ Computing methodologies $\rightarrow$ Artificial intelligence.

1 INTRODUCTION

2 PRELIMINARY

2.1 Supervised EEG Analysis

2.2 Overview of Self-supervised Learning

3 PREDICTIVE-BASED SSL EEG ANALYSIS METHOD

4 GENERATIVE-BASED SSL EEG ANALYSIS METHOD

5 CONTRASTIVE-BASED SSL EEG ANALYSIS METHOD

6 HYBRID SSL EEG ANALYSIS METHOD

7 PRACTICAL DOWNSTREAM TASKS

8 FUTURE DIRECTIONS

9 CONCLUSION