模式识别与人工智能
Tuesday, Apr. 22, 2025 Home      About Journal      Editorial Board      Instructions      Ethics Statement      Contact Us                   中文
  2019, Vol. 32 Issue (2): 177-183    DOI: 10.16451/j.cnki.issn1003-6059.201902010
Researches and Applications Current Issue| Next Issue| Archive| Adv Search |
Bacteria Biotope Relation Extraction Based on a Fusion Neural Network
LI Mengying1, WANG Jian1, WANG Yan1, LIN Hongfei1, YANG Zhihao1
1.School of Computer Science and Technology, Dalian University of Technology, Dalian 116024

Download: PDF (805 KB)   HTML (1 KB) 
Export: BibTeX | EndNote (RIS)      
Abstract  To build a complete bacteria biotope relation database, a relation extraction system based on a convolutional neural network(CNN)-long short-term memory(LSTM) model is proposed. Combining CNN and LSTM, the deep learning of hidden features are realized, and the distributed word vector feature and entity position feature are extracted as feature input of the model.Comparative experiments verify the advantages of CNN-LSTM model after the addition of features.The feature output of the CNN model is taken as the feature input of the LSTM model, and the best result is obtained on the BB-event corpus published by the Bio-NLP 2016 shared task.
Key wordsConvolutional Neural Network(CNN)      Long Short-Term Memory(LSTM)      Relation Extraction     
Received: 20 October 2018     
ZTFLH: TP 391  
Fund:Supported by National Key R&D Program of China(No.2016YFB1001103), National Natural Science Foundation of China(No.61572098)
About author:: (LI Mengying, master student. Her research interests include natural language processing.)(WANG Jan(Corresponding author), Ph.D., professor. Her research interests include natural language processing.)(WANG Yan, Ph.D. candidate. His research interests include natural language processing.)(LIN Hongfei, Ph.D., professor. His research interests include natural language processing.) (YANG Zhihao, Ph.D., professor. His research interests include natural language processing.)
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
LI Mengying
WANG Jian
WANG Yan
LIN Hongfei
YANG Zhihao
Cite this article:   
LI Mengying,WANG Jian,WANG Yan等. Bacteria Biotope Relation Extraction Based on a Fusion Neural Network[J]. , 2019, 32(2): 177-183.
URL:  
http://manu46.magtech.com.cn/Jweb_prai/EN/10.16451/j.cnki.issn1003-6059.201902010      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2019/V32/I2/177
Copyright © 2010 Editorial Office of Pattern Recognition and Artificial Intelligence
Address: No.350 Shushanhu Road, Hefei, Anhui Province, P.R. China Tel: 0551-65591176 Fax:0551-65591176 Email: bjb@iim.ac.cn
Supported by Beijing Magtech  Email:support@magtech.com.cn