Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System
Extraction of meaningful information by using artificial neural networks, where the focus is upon developing new insights for sports performance and supporting decision making, is crucial to gain success. The aim of this article is to create a theoretical framework and structurally connect the sport...
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| Format: | Article |
| Language: | English |
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RTU PRESS
2016-12-01
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| Series: | Information Technology and Management Science |
| Subjects: | |
| Online Access: | http://www.degruyter.com/view/j/itms.2016.19.issue-1/itms-2016-0010/itms-2016-0010.xml?format=INT |
| _version_ | 1811339271289700352 |
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| author | Namatēvs Ivars Aleksejeva Ludmila Poļaka Inese |
| author_facet | Namatēvs Ivars Aleksejeva Ludmila Poļaka Inese |
| author_sort | Namatēvs Ivars |
| collection | DOAJ |
| description | Extraction of meaningful information by using artificial neural networks, where the focus is upon developing new insights for sports performance and supporting decision making, is crucial to gain success. The aim of this article is to create a theoretical framework and structurally connect the sports and multi-layer artificial neural network domains through: (a) describing sports as a complex socio-technical system; (b) identification of pre-processing subsystem for classification; (c) feature selection by using data-driven valued tolerance ratio method; (d) design predictive system model of sports performance using a backpropagation neural network. This would allow identifying, classifying, and forecasting performance levels for an enlarged data set. |
| first_indexed | 2024-04-13T18:23:48Z |
| format | Article |
| id | doaj.art-c9306217562d44b5a1c8f3acf7e0256b |
| institution | Directory Open Access Journal |
| issn | 2255-9094 |
| language | English |
| last_indexed | 2024-04-13T18:23:48Z |
| publishDate | 2016-12-01 |
| publisher | RTU PRESS |
| record_format | Article |
| series | Information Technology and Management Science |
| spelling | doaj.art-c9306217562d44b5a1c8f3acf7e0256b2022-12-22T02:35:20ZengRTU PRESSInformation Technology and Management Science2255-90942016-12-01191455210.1515/itms-2016-0010itms-2016-0010Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical SystemNamatēvs Ivars0Aleksejeva Ludmila1Poļaka Inese2Riga Technical University, LatviaRiga Technical University, latviaRiga Technical University, latviaExtraction of meaningful information by using artificial neural networks, where the focus is upon developing new insights for sports performance and supporting decision making, is crucial to gain success. The aim of this article is to create a theoretical framework and structurally connect the sports and multi-layer artificial neural network domains through: (a) describing sports as a complex socio-technical system; (b) identification of pre-processing subsystem for classification; (c) feature selection by using data-driven valued tolerance ratio method; (d) design predictive system model of sports performance using a backpropagation neural network. This would allow identifying, classifying, and forecasting performance levels for an enlarged data set.http://www.degruyter.com/view/j/itms.2016.19.issue-1/itms-2016-0010/itms-2016-0010.xml?format=INTClassificationdata pre-processingmulti-layer neural networkssports performance |
| spellingShingle | Namatēvs Ivars Aleksejeva Ludmila Poļaka Inese Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System Information Technology and Management Science Classification data pre-processing multi-layer neural networks sports performance |
| title | Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System |
| title_full | Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System |
| title_fullStr | Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System |
| title_full_unstemmed | Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System |
| title_short | Neural Network Modelling for Sports Performance Classification as a Complex Socio-Technical System |
| title_sort | neural network modelling for sports performance classification as a complex socio technical system |
| topic | Classification data pre-processing multi-layer neural networks sports performance |
| url | http://www.degruyter.com/view/j/itms.2016.19.issue-1/itms-2016-0010/itms-2016-0010.xml?format=INT |
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