TY - GEN
T1 - Cardiac auscultation analysis system with neural network and SVM technique
AU - Phatiwuttipat, Pipatthana
AU - Kongprawechon, Waree
AU - Tungpimolrut, Kanokvate
AU - Yuenyong, Sumeth
PY - 2011
Y1 - 2011
N2 - The system of this study is aimed to support doctors with an analyzed Cardiac auscultation. Extract the information from the heart sound signal obtained from stethoscope mobbed on the robot arm control is used in the further signal processing. Due to time consuming and accuracy, Support Vector Machine is introduced to replace Neural Network for better performance.With the proposed technique, the high classification performances were achieved 96.4% accuaracy for classifying normal and abnormal heart sound while shortening the training time almost 300%. As the result, multi-classifier was introduced for advance development. This paper shows the comparison work between Neural Network and Support Vector Machine.
AB - The system of this study is aimed to support doctors with an analyzed Cardiac auscultation. Extract the information from the heart sound signal obtained from stethoscope mobbed on the robot arm control is used in the further signal processing. Due to time consuming and accuracy, Support Vector Machine is introduced to replace Neural Network for better performance.With the proposed technique, the high classification performances were achieved 96.4% accuaracy for classifying normal and abnormal heart sound while shortening the training time almost 300%. As the result, multi-classifier was introduced for advance development. This paper shows the comparison work between Neural Network and Support Vector Machine.
UR - https://www.scopus.com/pages/publications/79961229176
U2 - 10.1109/ECTICON.2011.5948018
DO - 10.1109/ECTICON.2011.5948018
M3 - Conference contribution
AN - SCOPUS:79961229176
SN - 9781457704246
T3 - ECTI-CON 2011 - 8th Electrical Engineering/ Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand - Conference 2011
SP - 1027
EP - 1030
BT - ECTI-CON 2011 - 8th Electrical Engineering/ Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand - Conference 2011
T2 - 8th Electrical Engineering/ Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand - Conference 2011, ECTI-CON 2011
Y2 - 17 May 2011 through 19 May 2011
ER -