Genetic fuzzy classifier for sleep stage identification

@article{Jo2010GeneticFC,
  title={Genetic fuzzy classifier for sleep stage identification},
  author={Han G. Jo and Jin Y. Park and Chung K. Lee and Suk K. An and Sun K. Yoo},
  journal={Computers in biology and medicine},
  year={2010},
  volume={40 7},
  pages={629-34}
}
Soft-computing techniques are commonly used to detect medical phenomena and help with clinical diagnoses and treatment. In this work, we propose a design for a computerized sleep scoring method, which is based on a fuzzy classifier and a genetic algorithm (GA). We design the fuzzy classifier based on the GA using a single electroencephalogram (EEG) signal that detects differences in spectral features. Polysomnography was performed on four healthy young adults (males with a mean age of 27.5… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-10 of 29 extracted citations

HyCLASSS: A Hybrid Classifier for Automatic Sleep Stage Scoring

IEEE Journal of Biomedical and Health Informatics • 2018
View 4 Excerpts
Highly Influenced

Automated sleep staging of OSAs based on ICA preprocessing and consolidation of temporal correlations

Australasian Physical & Engineering Sciences in Medicine • 2018
View 1 Excerpt

Ensemble SVM Method for Automatic Sleep Stage Classification

IEEE Transactions on Instrumentation and Measurement • 2018
View 1 Excerpt

Evaluate different machine learning techniques for classifying sleep stages on single-channel EEG

2017 14th International Joint Conference on Computer Science and Software Engineering (JCSSE) • 2017

Sleep stage classification by ensemble learning methods with active sample selection techniques

2017 International Artificial Intelligence and Data Processing Symposium (IDAP) • 2017
View 1 Excerpt

Personalized sleep staging system using evolutionary algorithm and symbolic fusion

2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) • 2016

References

Publications referenced by this paper.
Showing 1-10 of 21 references

M

C. Berthomier, X. Drouot
Herman-Stoica, et al., Automatic analysis of singlechannel sleep EEG: validation in healthy individuals, Sleep 30 (11) • 2007
View 16 Excerpts
Highly Influenced

A

A. Rechtschaffen
Kales (Eds.), A Manual of Standardized Terminology, Techniques, and Scoring System for Sleep Stages of Human Sleep, Brain Information Service/Brain Research Institute, UCLA, Los Angeles • 1968
View 5 Excerpts
Highly Influenced

Automatic analysis of single - channel sleep EEG : validation in healthy individuals

M. Herman-Stoica
2007

Poer and coherent oscillations distinguish REM sleep

M. C. Cabrera, Z. M. Torres, Y. R. Portilla, M. A. Guevara
stage 1 and wakefulness, International Journal of Psychophysiology 60 • 2006
View 1 Excerpt

Poer and coherent oscillations distinguish REM sleep , stage 1 and wakefulness

Z. M. Torres, Y. R. Portilla, M. A. Guevara
International Journal of Psychophysiology • 2006

Similar Papers

Loading similar papers…