Matches in SemOpenAlex for { <https://semopenalex.org/work/W2071901586> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2071901586 endingPage "3093" @default.
- W2071901586 startingPage "3088" @default.
- W2071901586 abstract "In this paper, a novel use of Kernel–Adatron (K–A) learning algorithm to aid SVM (Support Vector Machine) for ECG arrhythmias classification is proposed. The proposed pattern classifier is compared with MLP (multi-layered perceptron) using back propagation (BP) learning algorithm. The ECG signals taken from MIT-BIH arrhythmia database are used in training to classify 6 different arrhythmia, plus normal ECG. The MLP and SVM training and testing stages were carried out twice. They were first trained only with one ECG lead signal and then a second ECG lead signal was added to the training and testing datasets. The aim was to investigate its influence on training and testing performance (generalization ability) plus time of training for both classifiers. Implementation of these three criteria for evaluation of ECG signals classification will ease the problem of structural comparisons, which has not been given attention in previous research works. The results indicate that SVM in comparison to MLP is much faster in training stage and nearly seven times higher in performance, but MLP generalization ability in terms of mean square error is more than three times less. The proposed SVM method shows considerable improvement in comparison to recently reported results obtained by Osowski et al. (2008)." @default.
- W2071901586 created "2016-06-24" @default.
- W2071901586 creator A5042941928 @default.
- W2071901586 creator A5055466937 @default.
- W2071901586 date "2010-04-01" @default.
- W2071901586 modified "2023-09-26" @default.
- W2071901586 title "A qualitative comparison of Artificial Neural Networks and Support Vector Machines in ECG arrhythmias classification" @default.
- W2071901586 cites W1503196035 @default.
- W2071901586 cites W1823937713 @default.
- W2071901586 cites W1977290162 @default.
- W2071901586 cites W1983100643 @default.
- W2071901586 cites W1986307910 @default.
- W2071901586 cites W1990773456 @default.
- W2071901586 cites W2015332508 @default.
- W2071901586 cites W2025980594 @default.
- W2071901586 cites W2028117997 @default.
- W2071901586 cites W2029503776 @default.
- W2071901586 cites W2037562430 @default.
- W2071901586 cites W2040820346 @default.
- W2071901586 cites W2042028018 @default.
- W2071901586 cites W2047187509 @default.
- W2071901586 cites W2076360516 @default.
- W2071901586 cites W2122540156 @default.
- W2071901586 cites W2130769894 @default.
- W2071901586 cites W2146568561 @default.
- W2071901586 cites W2163205159 @default.
- W2071901586 cites W2165772152 @default.
- W2071901586 doi "https://doi.org/10.1016/j.eswa.2009.09.021" @default.
- W2071901586 hasPublicationYear "2010" @default.
- W2071901586 type Work @default.
- W2071901586 sameAs 2071901586 @default.
- W2071901586 citedByCount "130" @default.
- W2071901586 countsByYear W20719015862012 @default.
- W2071901586 countsByYear W20719015862013 @default.
- W2071901586 countsByYear W20719015862014 @default.
- W2071901586 countsByYear W20719015862015 @default.
- W2071901586 countsByYear W20719015862016 @default.
- W2071901586 countsByYear W20719015862017 @default.
- W2071901586 countsByYear W20719015862018 @default.
- W2071901586 countsByYear W20719015862019 @default.
- W2071901586 countsByYear W20719015862020 @default.
- W2071901586 countsByYear W20719015862021 @default.
- W2071901586 countsByYear W20719015862022 @default.
- W2071901586 crossrefType "journal-article" @default.
- W2071901586 hasAuthorship W2071901586A5042941928 @default.
- W2071901586 hasAuthorship W2071901586A5055466937 @default.
- W2071901586 hasConcept C114614502 @default.
- W2071901586 hasConcept C119857082 @default.
- W2071901586 hasConcept C12267149 @default.
- W2071901586 hasConcept C134306372 @default.
- W2071901586 hasConcept C153180895 @default.
- W2071901586 hasConcept C154945302 @default.
- W2071901586 hasConcept C155032097 @default.
- W2071901586 hasConcept C177148314 @default.
- W2071901586 hasConcept C179717631 @default.
- W2071901586 hasConcept C33923547 @default.
- W2071901586 hasConcept C41008148 @default.
- W2071901586 hasConcept C50644808 @default.
- W2071901586 hasConcept C60908668 @default.
- W2071901586 hasConcept C74193536 @default.
- W2071901586 hasConcept C95623464 @default.
- W2071901586 hasConceptScore W2071901586C114614502 @default.
- W2071901586 hasConceptScore W2071901586C119857082 @default.
- W2071901586 hasConceptScore W2071901586C12267149 @default.
- W2071901586 hasConceptScore W2071901586C134306372 @default.
- W2071901586 hasConceptScore W2071901586C153180895 @default.
- W2071901586 hasConceptScore W2071901586C154945302 @default.
- W2071901586 hasConceptScore W2071901586C155032097 @default.
- W2071901586 hasConceptScore W2071901586C177148314 @default.
- W2071901586 hasConceptScore W2071901586C179717631 @default.
- W2071901586 hasConceptScore W2071901586C33923547 @default.
- W2071901586 hasConceptScore W2071901586C41008148 @default.
- W2071901586 hasConceptScore W2071901586C50644808 @default.
- W2071901586 hasConceptScore W2071901586C60908668 @default.
- W2071901586 hasConceptScore W2071901586C74193536 @default.
- W2071901586 hasConceptScore W2071901586C95623464 @default.
- W2071901586 hasIssue "4" @default.
- W2071901586 hasLocation W20719015861 @default.
- W2071901586 hasOpenAccess W2071901586 @default.
- W2071901586 hasPrimaryLocation W20719015861 @default.
- W2071901586 hasRelatedWork W2013585556 @default.
- W2071901586 hasRelatedWork W2150138875 @default.
- W2071901586 hasRelatedWork W2484861667 @default.
- W2071901586 hasRelatedWork W2600618515 @default.
- W2071901586 hasRelatedWork W3106494386 @default.
- W2071901586 hasRelatedWork W3168994312 @default.
- W2071901586 hasRelatedWork W3201511606 @default.
- W2071901586 hasRelatedWork W3208179741 @default.
- W2071901586 hasRelatedWork W749491080 @default.
- W2071901586 hasRelatedWork W2284565437 @default.
- W2071901586 hasVolume "37" @default.
- W2071901586 isParatext "false" @default.
- W2071901586 isRetracted "false" @default.
- W2071901586 magId "2071901586" @default.
- W2071901586 workType "article" @default.