Sleep Quality on MASS SS3

Metric: Cohen's kappa (higher is better)

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#	Model↕	Cohen's kappa▼	Extra Data	Paper	Date↕	Code
1	CatBoost	0.803	No	Do Not Sleep on Traditional Machine Learning: Si...	2022-07-15	Code
2	DeepSleepNet	0.8	No	DeepSleepNet: a Model for Automatic Sleep Stage ...	2017-03-12	Code
3	Linear model	0.786	No	-	-	-

#1CatBoostSOTA
0.803
Cohen's kappa· 2022-07-15
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Code
#2DeepSleepNetSOTA
0.8
Cohen's kappa· 2017-03-12
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG Code
#3Linear model
0.786
Cohen's kappa
No paper