Automatic Sleep Stages Classification Using EEG Entropy Features and Unsupervised Pattern Analysis Techniques

Construction of rules for seizure prediction based on approximate entropy

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The reorganisation of memory during sleep

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Unsupervised feature relevance analysis applied to improve ECG heartbeat clustering

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An ensemble system for automatic sleep stage classification using single channel EEG signal

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Automatic Stage Scoring of Single-Channel Sleep EEG by Using Multiscale Entropy and Autoregressive Models

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Automatic sleep scoring: A search for an optimal combination of measures

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Automated sleep stage identification system based on time–frequency analysis of a single EEG channel and random forest classifier

(2011) Luay Fraiwan et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Validation of an automated wireless system to monitor sleep in healthy adults

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The sleeping brain as a complex system

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Sleep scoring using artificial neural networks

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Comparison of fractal and power spectral EEG features: Effects of topography and sleep stages

(2010) Béla Weiss et al.   BRAIN RESEARCH BULLETIN

Efficient sleep stage recognition system based on EEG signal using k-means clustering based feature weighting

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Sleep State Switching

(2010) Clifford B. Saper et al.   NEURON

Interrater reliability for sleep scoring according to the Rechtschaffen & Kales and the new AASM standard

(2009) HEIDI DANKER-HOPFE et al.   JOURNAL OF SLEEP RESEARCH

Discrimination ability of individual measures used in sleep stages classification

(2008) Kristína Šušmáková et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE