Title :
Similarity measurement study for Bio-signal waveform based on tunnel morph
Author :
Gang Zheng ; Guo-jie Shi ; Jia Qi ; Min Dai
Author_Institution :
Sch. of Comput. & Commun., Tianjin Univ. of Technol., Tianjin, China
Abstract :
Since Bio-signal contain rich diagnosis information for medical treatment, the modeling, featuring, classification and diagnostic analysis of the similarity measurement on such waveforms bear great significance in medical research. Getting inspiration from anti-aliasing analysis in signal processing field, a tunnel morph outcome model is presented for different types of disease related to bio-signal waveform. One similarity measurement strategy based on tunnel morph model is proposed in the paper. Instead of linear value measuring on waveforms, the curve characteristics of waveforms are also taken in consideration. Along with the tunnel morph model, a set of integrity definitions are given in the paper, including segmentation, measurement function selection, tunnel morph width, and best partition point assigning. The similarity measurement strategy is validated through a case study on AECG (Ambulatory Electrocardiogram). The data are from MIT/BIH, each of them contains 30 minutes ECG waveform. In the experiment, the sensitivity and positive predictivity are of the evaluation standard on different strategies. From the result, the effectiveness of tunnel morph strategy is higher than city block distance, Euclidean distance and correlation coefficient. And the results also support the advantage of similarity measurement based on tunnel morph model.
Keywords :
electrocardiography; medical signal processing; patient diagnosis; patient treatment; waveform analysis; AECG; ECG waveform; MIT-BIH; ambulatory electrocardiogram; anti-aliasing analysis; bio-signal waveform; classification; diagnosis information; diagnostic analysis; medical treatment; partition point assigning; segmentation; signal processing; similarity measurement; tunnel morph; Biological system modeling; Computers; Educational institutions; Electrocardiography; Electromyography; Equations; Turning; ECG waveform; bio-signal waveform; similarity measurement; tunnel morph; weight;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-180-9
DOI :
10.1109/FSKD.2011.6019923