A Classification Method of Music Style Based on Text Mining and Neural Network
In terms of the confusion of music style ambiguous relationships caused by artificial classification and the problem that some songs cannot be classified into the proper style，the emotion of songs based on their lyrics to classify their belongings was analyzed.BP neural network was used to establish...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2015-07-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015179/ |
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| _version_ | 1841529593997033472 |
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| author | Jianfeng Zhang Jin Wang |
| author_facet | Jianfeng Zhang Jin Wang |
| author_sort | Jianfeng Zhang |
| collection | DOAJ |
| description | In terms of the confusion of music style ambiguous relationships caused by artificial classification and the problem that some songs cannot be classified into the proper style，the emotion of songs based on their lyrics to classify their belongings was analyzed.BP neural network was used to establish a music style forecast model and then a reasonable proof of the theory and derivation was made.This experiment use MATLAB as a modeling tool and determine the training parameters according to its characteristics，and then extract 10% from dataset to test.This approach shows that theoretical results and data simulation results agree well with the accuracy rate reached about 80%. |
| format | Article |
| id | doaj-art-275cdd1a50ba42c3aef00d2c2316892b |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2015-07-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-275cdd1a50ba42c3aef00d2c2316892b2025-01-15T03:17:01ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012015-07-0131798559614718A Classification Method of Music Style Based on Text Mining and Neural NetworkJianfeng ZhangJin WangIn terms of the confusion of music style ambiguous relationships caused by artificial classification and the problem that some songs cannot be classified into the proper style，the emotion of songs based on their lyrics to classify their belongings was analyzed.BP neural network was used to establish a music style forecast model and then a reasonable proof of the theory and derivation was made.This experiment use MATLAB as a modeling tool and determine the training parameters according to its characteristics，and then extract 10% from dataset to test.This approach shows that theoretical results and data simulation results agree well with the accuracy rate reached about 80%.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015179/neural networktext miningweb crawlermusic classification |
| spellingShingle | Jianfeng Zhang Jin Wang A Classification Method of Music Style Based on Text Mining and Neural Network Dianxin kexue neural network text mining web crawler music classification |
| title | A Classification Method of Music Style Based on Text Mining and Neural Network |
| title_full | A Classification Method of Music Style Based on Text Mining and Neural Network |
| title_fullStr | A Classification Method of Music Style Based on Text Mining and Neural Network |
| title_full_unstemmed | A Classification Method of Music Style Based on Text Mining and Neural Network |
| title_short | A Classification Method of Music Style Based on Text Mining and Neural Network |
| title_sort | classification method of music style based on text mining and neural network |
| topic | neural network text mining web crawler music classification |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015179/ |
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