Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity

doi:10.4018/IJSWIS.331756

YIC-IR > 支撑部门

	Deep Learning in Chinese Text Information Extraction Model for Coastal Biodiversity
	Wang, Xiujuan; Li, Xuerong
发表期刊	INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS
ISSN	1552-6283
	2023
卷号	19 期号:1 页码:15
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.
资助机构	Informatization Plan of Chinese Academy of Sciences
收录类别	SCI
语种	英语
关键词[WOS]	ALGORITHM
研究领域[WOS]	Computer Science
WOS记录号	WOS:001078105500007
引用统计
文献类型	期刊论文
条目标识符	http://ir.yic.ac.cn/handle/133337/32843
专题	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.