A Classification Method for Eye Movements Direction during REM Sleep Trained on Wake Electro-Oculographic Recordings

Betta, Monica ;   Laurino, Marco ;   Gemignani, Angelo ;   Landi, Alberto ;   Menicucci, Danilo

Tags Biomedical signal classificationPattern recognition methods for data mining in biosignalsPrincipal component analysis

Rapid eye movements (REMs) are a peculiar and intriguing aspect of REM sleep, even if their physiological function still remains unclear. During...

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Automatic Sleep Staging using State Machine-Controlled Decision Trees

Imtiaz, Syed Anas ;   Rodriguez-Villegas, Esther

Tags Biomedical signal classificationSignal processing in physiological systemsSignals and systems

Automatic sleep staging from a reduced number of channels is desirable to save time, reduce costs and make sleep monitoring more accessible...

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Characterising Insomnia: A Graph Spectral Theory Approach

Chaparro-Vargas, Ramiro ;   Ahmed, Beena ;   Penzel, Thomas ;   Cvetkovic, Dean

Tags Fuzzy approaches to signal pattern classificationNonlinear filteringNonstationary processing of biomedical signals

This paper introduces a computational approach to characterise healthy controls and insomniacs based on graph spectral theory. Based upon...

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Improving Sleep/Wake Detection via Boundary Adaptation for Respiratory Spectral Features

Long, Xi ;   Haakma, Reinder ;   Rolink, Jerome ;   Fonseca, Pedro ;   Aarts, Ronald M.

Tags Biomedical signal classificationSignal processing in physiological systemsAdaptive filtering

In previous work, respiratory spectral features have been successfully used for sleep/wake detection. They are usually extracted from...

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Sleep Stage Classification based on Bioradiolocation Signals

Tataraidze, Alexander ;   Anishchenko, Lesya ;   Korostovtseva, Lyudmila ;   Kooij, Bert Jan ;   Bochkarev, Mikhail ;   Sviryaev, Yurii

Tags Biomedical signal classification

This paper presents an algorithm for the detection of wakeful state, rapid eye movement sleep (REM) and non-REM sleep detection based on...

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Sleep Stage Classification based on Respiratory Signal

Tataraidze, Alexander ;   Anishchenko, Lesya ;   Korostovtseva, Lyudmila ;   Kooij, Bert Jan ;   Bochkarev, Mikhail ;   Sviryaev, Yurii

Tags Biomedical signal classification

One of the research tasks, which should be solved to develop a sleep monitor, is sleep stages classification. This paper presents an algorithm...

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