mdh.sePublikasjoner
Endre søk
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf
Forth heart sound detection using backward time-growing neural network
Mälardalens högskola, Akademin för innovation, design och teknik, Inbyggda system.
CAPIS Biomedical Research and Development Centre, Mon, Belgium.
Linköping University.
2020 (engelsk)Inngår i: IFMBE Proceedings, Springer Verlag , 2020, s. 341-345Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

This paper presents a novel method for processing heart sound signal for screening forth heart sound (S4). The proposed method is based on time growing neural network with a new scheme, which we call the Backward Time-Growing Neural Network (BTGNN). The BTGNN is trained for detecting S4 in recordings of heart sound signal. In total, 83 children patients, referred to a children University hospital, participated in the study. The collected signals are composed of the subjects with and without S4 for training and testing the method. Performance of the method is evaluated using the Leave-One-Out and the repeated random sub sampling methods. The accuracy/sensitivity of the method is estimated to be 88.3%/82.4% and the structural risk is calculated to be 18.3% using repeated random sub sampling and the A-Test methods, respectively.

sted, utgiver, år, opplag, sider
Springer Verlag , 2020. s. 341-345
Emneord [en]
A-Test method, Backward time-growing neural network, Intelligent phonocardiography, Time-growing neural network, Biochemical engineering, Diagnosis, Heart, Phonocardiography, Risk perception, Testing, Backward time, Heart sound signal, Leave one out, Structural risks, Sub-sampling, Sub-sampling methods, Test method, Training and testing, Cardiology
HSV kategori
Identifikatorer
URN: urn:nbn:se:mdh:diva-43874DOI: 10.1007/978-3-030-17971-7_53Scopus ID: 2-s2.0-85066034972ISBN: 9783030179700 (tryckt)OAI: oai:DiVA.org:mdh-43874DiVA, id: diva2:1323100
Konferanse
International Conference on Medical and Biological Engineering in Bosnia and Herzegovina, CMBEBIH 2019, 16 May 2019 through 18 May 2019
Tilgjengelig fra: 2019-06-11 Laget: 2019-06-11 Sist oppdatert: 2019-06-11bibliografisk kontrollert

Open Access i DiVA

Fulltekst mangler i DiVA

Andre lenker

Forlagets fulltekstScopus

Personposter BETA

Ghareh Baghi, Arash

Søk i DiVA

Av forfatter/redaktør
Ghareh Baghi, Arash
Av organisasjonen

Søk utenfor DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetric

doi
isbn
urn-nbn
Totalt: 37 treff
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf