Mutual information analysis of sleep EEG in detecting psycho-physiological insomnia

Journal of Medical Systems
Serap AydınSinan Yetkin

Abstract

The primary goal of this study is to state the clear changes in functional brain connectivity during all night sleep in psycho-physiological insomnia (PPI). The secondary goal is to investigate the usefulness of Mutual Information (MI) analysis in estimating cortical sleep EEG arousals for detection of PPI. For these purposes, healthy controls and patients were compared to each other with respect to both linear (Pearson correlation coefficient and coherence) and nonlinear quantifiers (MI) in addition to phase locking quantification for six sleep stages (stage.1-4, rem, wake) by means of interhemispheric dependency between two central sleep EEG derivations. In test, each connectivity estimation calculated for each couple of epoches (C3-A2 and C4-A1) was identified by the vector norm of estimation. Then, patients and controls were classified by using 10 different types of data mining classifiers for five error criteria such as accuracy, root mean squared error, sensitivity, specificity and precision. High performance in a classification through a measure will validate high contribution of that measure to detecting PPI. The MI was found to be the best method in detecting PPI. In particular, the patients had lower MI, higher PCC fo...Continue Reading

References

Mar 1, 1997·Electroencephalography and Clinical Neurophysiology·M KamińskiW Szclenberger
Sep 22, 1998·Electroencephalography and Clinical Neurophysiology·T LocatelliG Comi
Sep 14, 2000·Journal of Medical Systems·E HuupponenJ Saarinen
May 5, 2001·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·J JeongB S Peterson
Jun 26, 2001·Psychiatry and Clinical Neurosciences·T HoriUNKNOWN Sleep Computing Committee of the Japanese Society of Sleep Research Society
Dec 5, 2002·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Sun Hee NaByung-Joo Ham
Jun 20, 2003·NeuroImage·Barry Horwitz
Jul 27, 2005·IEEE Transactions on Bio-medical Engineering·Karim Ansari-AslLotfi Senhadji
Nov 18, 2005·Progress in Neurobiology·Ernesto PeredaJoydeep Bhattacharya
Aug 26, 2006·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Seung-Hyun JinDong-Hoon Shin
Dec 14, 2007·Journal of Neurophysiology·V V Vyazovskiy, I Tobler
Nov 26, 2008·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Shiho T OkuhataHisao Maekawa
Jul 17, 2010·Journal of Clinical Neurophysiology : Official Publication of the American Electroencephalographic Society·Pravitha RamanandEugene N Bruce
Mar 1, 2011·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Chia-Feng LuYu-Te Wu
Jan 8, 2014·Journal of Medical Systems·Heyoung LeeWanbok Choi

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Citations

Jul 28, 2016·Neural Networks : the Official Journal of the International Neural Network Society·Dong CuiGuanghua Gu
Jan 23, 2016·Journal of Medical Systems·R K TripathyS Dandapat
Oct 20, 2019·Computer Methods and Programs in Biomedicine·Mohammed DiykhShahab Abdulla

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