DISCRIMINATION BETWEEN ARTIFACTS AND CONTRACTIONS IN PRESSURE SIGNALSFROM THE GASTROINTESTINAL-TRACT BY PATTERN-RECOGNITION METHOD

Citation
Mb. Andersen et al., DISCRIMINATION BETWEEN ARTIFACTS AND CONTRACTIONS IN PRESSURE SIGNALSFROM THE GASTROINTESTINAL-TRACT BY PATTERN-RECOGNITION METHOD, Medical & biological engineering & computing, 34(2), 1996, pp. 127-132
Citations number
15
Categorie Soggetti
Engineering, Biomedical","Computer Science Interdisciplinary Applications","Medical Informatics
ISSN journal
01400118
Volume
34
Issue
2
Year of publication
1996
Pages
127 - 132
Database
ISI
SICI code
0140-0118(1996)34:2<127:DBAACI>2.0.ZU;2-W
Abstract
A pattern recognition algorithm has been developed to discriminate bet ween artefacts and contractions in interdigestive motility recorded by a pressure catheter with four channels from the human duodenum. A lea rning and a test set, both containing natural and induced artefacts, s uch as respiration and body movement, are obtained from five volunteer s. The event classes were phase I, II and III contractions of the inte rdigestive motility complex and artefacts from respiration, cough, cal ibration signals and movements. Length, area, amplitude, inter-event i nterval, up- and downstroke, and correlation to other pressure channel s and to respiration, are applied to classify the events. The sensitiv ity of the computer scoring increases with the number of applied featu res. When all the features are applied, the sensitivity of the Bayes' classifier against the visually scored contractions and artefacts is 0 . 96 with a specificity of 0 . 69.