Key technology research and model validation of text classification system based on deep learning
Text classification is very important to text data mining and value exploration.The traditional text classification system has problems of weak feature extraction ability and low classification accuracy.Compared with the traditional text classification technology,deep learning technology has many ad...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2018-12-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2018301/ |
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| author | Shaomin WANG Di YANG Hua REN |
| author_facet | Shaomin WANG Di YANG Hua REN |
| author_sort | Shaomin WANG |
| collection | DOAJ |
| description | Text classification is very important to text data mining and value exploration.The traditional text classification system has problems of weak feature extraction ability and low classification accuracy.Compared with the traditional text classification technology,deep learning technology has many advantages such as high accuracy and effective feature extraction.Therefore,it is necessary to apply deep learning technology to the text classification system to solve the problems of the traditional text classification system.The traditional text classification system was analyzed,and the architecture and key technologies of text classification system based on deep learning were proposed.Finally,several classification models were verified and compared,including the traditional classification model,TextCNN and CNN+LSTM. |
| format | Article |
| id | doaj-art-4edae20c4cf148c79ed7caa333300426 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2018-12-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-4edae20c4cf148c79ed7caa3333004262025-01-15T03:03:40ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012018-12-013411712459592535Key technology research and model validation of text classification system based on deep learningShaomin WANGDi YANGHua RENText classification is very important to text data mining and value exploration.The traditional text classification system has problems of weak feature extraction ability and low classification accuracy.Compared with the traditional text classification technology,deep learning technology has many advantages such as high accuracy and effective feature extraction.Therefore,it is necessary to apply deep learning technology to the text classification system to solve the problems of the traditional text classification system.The traditional text classification system was analyzed,and the architecture and key technologies of text classification system based on deep learning were proposed.Finally,several classification models were verified and compared,including the traditional classification model,TextCNN and CNN+LSTM.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2018301/deep learningtext classificationclassification modelneural network |
| spellingShingle | Shaomin WANG Di YANG Hua REN Key technology research and model validation of text classification system based on deep learning Dianxin kexue deep learning text classification classification model neural network |
| title | Key technology research and model validation of text classification system based on deep learning |
| title_full | Key technology research and model validation of text classification system based on deep learning |
| title_fullStr | Key technology research and model validation of text classification system based on deep learning |
| title_full_unstemmed | Key technology research and model validation of text classification system based on deep learning |
| title_short | Key technology research and model validation of text classification system based on deep learning |
| title_sort | key technology research and model validation of text classification system based on deep learning |
| topic | deep learning text classification classification model neural network |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2018301/ |
| work_keys_str_mv | AT shaominwang keytechnologyresearchandmodelvalidationoftextclassificationsystembasedondeeplearning AT diyang keytechnologyresearchandmodelvalidationoftextclassificationsystembasedondeeplearning AT huaren keytechnologyresearchandmodelvalidationoftextclassificationsystembasedondeeplearning |