Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes

Abdul Jaleel, Reza Tafreshi, Beena Ahmed, Diane B. Boivin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

This paper presents a novel approach towards automated scoring of sleep EEG. Aiming to closely mimic manual scoring, a sleep specialist's approach to scoring is studied and mapped to equivalent logical steps using time- domain measures of the EEG. Unlike previous works, advanced signal processing tools are avoided as they result in derived measures which cannot be tuned easily at the user-end. Various modules have been developed to resemble the visual scoring methodology and then combined to produce an overall automated scoring algorithm. The algorithm was then tested on sample EEG data and its performance validated.

Original languageEnglish
Title of host publicationWorld Congress on Medical Physics and Biomedical Engineering
Pages562-565
Number of pages4
Volume39 IFMBE
DOIs
Publication statusPublished - 2013
EventWorld Congress on Medical Physics and Biomedical Engineering - Beijing, China
Duration: 26 May 201231 May 2012

Other

OtherWorld Congress on Medical Physics and Biomedical Engineering
CountryChina
CityBeijing
Period26/5/1231/5/12

Fingerprint

Electroencephalography
Signal processing
Sleep

Keywords

  • electroencephalogram
  • K-Complex
  • Sleep analysis
  • sleep spindle

ASJC Scopus subject areas

  • Biomedical Engineering
  • Bioengineering

Cite this

Jaleel, A., Tafreshi, R., Ahmed, B., & Boivin, D. B. (2013). Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes. In World Congress on Medical Physics and Biomedical Engineering (Vol. 39 IFMBE, pp. 562-565) https://doi.org/10.1007/978-3-642-29305-4_147

Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes. / Jaleel, Abdul; Tafreshi, Reza; Ahmed, Beena; Boivin, Diane B.

World Congress on Medical Physics and Biomedical Engineering. Vol. 39 IFMBE 2013. p. 562-565.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Jaleel, A, Tafreshi, R, Ahmed, B & Boivin, DB 2013, Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes. in World Congress on Medical Physics and Biomedical Engineering. vol. 39 IFMBE, pp. 562-565, World Congress on Medical Physics and Biomedical Engineering, Beijing, China, 26/5/12. https://doi.org/10.1007/978-3-642-29305-4_147
Jaleel A, Tafreshi R, Ahmed B, Boivin DB. Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes. In World Congress on Medical Physics and Biomedical Engineering. Vol. 39 IFMBE. 2013. p. 562-565 https://doi.org/10.1007/978-3-642-29305-4_147
Jaleel, Abdul ; Tafreshi, Reza ; Ahmed, Beena ; Boivin, Diane B. / Pilot validation of a mimicking algorithm for detection of sleep spindles and K-complexes. World Congress on Medical Physics and Biomedical Engineering. Vol. 39 IFMBE 2013. pp. 562-565
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