A SVM-Based Text Classification System for Knowledge Organization Method of Crop Cultivation
文献类型: 外文期刊
第一作者: Ji, Laiqing
作者: Ji, Laiqing;Cheng, Xinrong;Kang, Li;Li, Daoliang;Li, Daiyi;Chen, Yingyi;Wang, Kaiyi
作者机构:
关键词: Support Vector Machine (SVM);Text Classification;organization method;crop
期刊名称:COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT I
ISSN: 1868-4238
年卷期: 2012 年 368 卷
页码:
收录情况: SCI
摘要: The organization of crop cultivation practices is still far from completion, and Web Resources are not used adequately. This paper proposed a method, based on SVM, to organize the knowledge of crop cultivation practices efficiently from Web Resources. The knowledge organization method of crop cultivation was proposed with Good Agricultural Practices (GAP) in the application of the crop cultivation practices. It is that how to organize the existing crop cultivation knowledge, according to the requirements of crop cultivation practices. It mainly includes a text classification method and a search strategy on the knowledge of crop cultivation. For the text classificaiion method, it used a text classification method based on SVM Decision Tree; for the search strategy, it used a strategy, organized by Ontology and custom knowledge bases. The experiment shows that performance of the proposed text classification method and the knowledge organization method with wheat, is workable and feasible.
分类号:
- 相关文献
作者其他论文 更多>>
-
Prediction of maize cultivar yield based on machine learning algorithms for precise promotion and planting
作者:Han, Yanyun;Wang, Kaiyi;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Zhang, Qiusi;Zhang, Qi;Han, Yanyun;Wang, Kaiyi;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Zhang, Qiusi;Zhang, Qi
关键词:Prediction of maize cultivar yield; Machine learning; Random forest; Levenberg - Marquardt neural network; Multilayer perceptron neural network; Assessment of varieties
-
Developing a comprehensive evaluation model of variety adaptability based on machine learning method
作者:Han, Yanyun;Wang, Kaiyi;Zhang, Qi;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Zhang, Qiusi;Han, Yanyun;Wang, Kaiyi;Zhang, Qi;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Zhang, Qiusi
关键词:Maize variety adaptability evaluation; Variety adaptability comprehensive evaluation index; Entropy weight method; Machine learning method
-
TrG2P: A transfer-learning-based tool integrating multi-trait data for accurate prediction of crop yield
作者:Li, Jinlong;Zhang, Dongfeng;Yang, Feng;Zhang, Qiusi;Pan, Shouhui;Zhao, Xiangyu;Zhang, Qi;Han, Yanyun;Wang, Kaiyi;Zhao, Chunjiang;Li, Jinlong;Zhang, Dongfeng;Yang, Feng;Zhang, Qiusi;Pan, Shouhui;Zhao, Xiangyu;Zhang, Qi;Han, Yanyun;Wang, Kaiyi;Zhao, Chunjiang;Yang, Jinliang;Yang, Jinliang
关键词:crop; genotype to phenotype; transfer learning; yield prediction; multi-trait
-
Analysis of Rice Blast Resistance Dominant Genes and their Combinations in Japonica Rice
作者:Fengshun, Song;Ran, Zhou;Hassan, Muhammad Ahmad;Quan, Gan;Cuixiang, Lin;Bin, Ten;Kang, Li;Dahu, Ni;Dahu, Ni
关键词:
-
Prediction of corn variety yield with attribute-missing data via graph neural network
作者:Yang, Feng;Zhang, Dongfeng;Han, Yanyun;Zhang, Qiusi;Zhang, Qi;Liu, Zhongqiang;Wang, Kaiyi;Zhang, Yuqing;Zhang, Yong;Han, Yanyun;Liu, Zhongqiang;Wang, Kaiyi;Zhang, Qiusi;Zhang, Qi;Zhang, Chenghui
关键词:Corn variety yield prediction; Graph neural network; Data imputation; Adversarial learning
-
A novel detection model and platform for dead juvenile fish from the perspective of multi-task
作者:Zhang, Pan;Li, Daoliang;Zhang, Pan;Li, Daoliang;Zhang, Pan;Li, Daoliang;Zhang, Pan;Li, Daoliang;Zheng, Jishu;Gao, Lihong;Li, Ping;Long, Hanwei;Liu, Hongbo
关键词:Dead fish; Detection; Attention; Lightweight; Monitoring platform
-
Maize yield prediction using federated random forest
作者:Zhang, Qiusi;Wang, Kaiyi;Zhao, Chunjiang;Zhang, Qiusi;Zhao, Xiangyu;Han, Yanyun;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Wang, Kaiyi;Zhao, Chunjiang;Zhang, Qiusi;Zhao, Xiangyu;Han, Yanyun;Yang, Feng;Pan, Shouhui;Liu, Zhongqiang;Wang, Kaiyi;Zhao, Chunjiang
关键词:Yield prediction; Joint breeding; Federated learning; Intelligent agriculture