A comparative study on classification of sleep stage based on EEG signals using feature selection and classification algorithms
Sleep scoring is one of the most important diagnostic methods in psychiatry and neurology.
Sleep staging is a time consuming and difficult task undertaken by sleep experts. This study …
Sleep staging is a time consuming and difficult task undertaken by sleep experts. This study …
Complex networks approach for EEG signal sleep stages classification
Sleep stage scoring is a challenging task. Most of existing sleep stage classification
approaches rely on analysing electroencephalography (EEG) signals in time or frequency …
approaches rely on analysing electroencephalography (EEG) signals in time or frequency …
Automatic sleep stages classification using optimize flexible analytic wavelet transform
Sleep stages classification avails the diagnosis and treatment of sleep-related disorders.
The traditional visual inspection methods used by sleep-experts are time-consuming and …
The traditional visual inspection methods used by sleep-experts are time-consuming and …
An efficient sleep scoring system based on EEG signal using complex-valued machine learning algorithms
M Peker - Neurocomputing, 2016 - Elsevier
Sleep staging is a significant step in the diagnosis and treatment of sleep disorders. Sleep
scoring is a time-consuming and difficult process. Given that sleep scoring requires expert …
scoring is a time-consuming and difficult process. Given that sleep scoring requires expert …
A new approach for automatic sleep scoring: Combining Taguchi based complex-valued neural network and complex wavelet transform
M Peker - Computer methods and programs in biomedicine, 2016 - Elsevier
Automatic classification of sleep stages is one of the most important methods used for
diagnostic procedures in psychiatry and neurology. This method, which has been developed …
diagnostic procedures in psychiatry and neurology. This method, which has been developed …
Multiclass sleep stage classification using artificial intelligence based time-frequency distribution and CNN
Background: The conventional sleep stage scoring uses interview, questionnaire, and visual
inspection by trained neurologists. These methodologies are time taking, inefficient, and …
inspection by trained neurologists. These methodologies are time taking, inefficient, and …
Effect of feature extraction on automatic sleep stage classification by artificial neural network
EEG signal-based sleep stage classification facilitates an initial diagnosis of sleep disorders.
The aim of this study was to compare the efficiency of three methods for feature extraction …
The aim of this study was to compare the efficiency of three methods for feature extraction …
Human sleep scoring based on K-nearest neighbors
S Qureshi, S Karrila… - Turkish Journal of …, 2018 - journals.tubitak.gov.tr
Human sleep is one of the essential indicators that gauge the overall health and well-being.
Presently, it is common for people to face issues related to sleep. Various biomedical signals …
Presently, it is common for people to face issues related to sleep. Various biomedical signals …
[HTML][HTML] Unsupervised Multitaper Spectral Method for Identifying REM Sleep in Intracranial EEG Recordings Lacking EOG/EMG Data
KQ Lepage, S Jain, A Kvavilashvili, M Witcher… - Bioengineering, 2023 - mdpi.com
A large number of human intracranial EEG (iEEG) recordings have been collected for
clinical purposes, in institutions all over the world, but the vast majority of these are …
clinical purposes, in institutions all over the world, but the vast majority of these are …
Collaborative sleep electroencephalogram data analysis based on improved empirical mode decomposition and clustering algorithm
X Zheng, X Yin, X Shao, Y Li, X Yu - Complexity, 2020 - Wiley Online Library
Sleep‐related diseases seriously affect the life quality of patients. Sleep stage classification
(or sleep staging), which studies the human sleep process and classifies the sleep stages, is …
(or sleep staging), which studies the human sleep process and classifies the sleep stages, is …