Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity
文献类型：期刊论文
| 作者 | Wang, Xiujuan ; Li, Xuerong
|
| 刊名 | INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS
 |
| 出版日期 | 2023 |
| 卷号 | 19期号:1页码:15 |
| ISSN号 | 1552-6283 |
| 关键词 | Chinese Text Coastal Biodiversity Deep Learning Information Extraction Training Model |
| DOI | 10.4018/IJSWIS.331756 |
| 通讯作者 | Li, Xuerong() |
| 英文摘要 | In the coastal areas of China, scientists have collected nearly 500 species of coastal plants and seaweeds. The collected information includes species description, morphological characteristics, habitat distribution and resource value of plants in China. By effectively extracting Chinese text information, this article establishes a Chinese text information extraction model based on DL. This article is based on short-term and short-term memory artificial neural networks for short text classification. In addition, this article also integrates the L-MFCNN models of MFCNN for short text classification. Comparing the two methods with traditional text recognition algorithms, information extraction based on syntax analysis and deep learning, the results show that, compared with the comparison method, the recognition accuracy of Chinese text information of this neural network model can reach 96.69%. Through model training and parameter adjustment, Chinese text information of coastal biodiversity can be quickly extracted, and species categories or names can be identified. |
| WOS关键词 | ALGORITHM |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:001078105500007 |
| 资助机构 | Informatization Plan of Chinese Academy of Sciences |
| 源URL | [http://ir.yic.ac.cn/handle/133337/32842]  |
| 专题 | 烟台海岸带研究所_支撑部门 |
| 通讯作者 | Li, Xuerong |
| 作者单位 | Chinese Acad Sci, Yantai Inst Coastal Zone Res, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Xiujuan,Li, Xuerong. Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity[J]. INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS,2023,19(1):15. |
| APA | Wang, Xiujuan,&Li, Xuerong.(2023).Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity.INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS,19(1),15. |
| MLA | Wang, Xiujuan,et al."Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity".INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS 19.1(2023):15. |
入库方式： OAI收割
来源：烟台海岸带研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。