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| 机器学习及其在农业中应用研究的展望 | |
| 引用本文： | 胡林,刘婷婷,李欢,崔运鹏.机器学习及其在农业中应用研究的展望[J].农业图书情报学刊,2019,31(10):12-22. |
| 作者姓名： | 胡林 刘婷婷 李欢 崔运鹏 |
| 作者单位： | 1.中国农业科学院农业信息研究所,北京 100081; 2.农业农村部农业大数据重点实验室,北京 100081 |
| 基金项目： | 国家社会科学基金项目“大数据环境下的科技信息潜在语义挖掘技术优化与比较研究”（项目编号：14BTQ029）; 中国农业科学院协同创新项目“农业企业动态画像关键技术研究”（项目编号：2018CX058） |
| 摘 要： | 机器学习是一种面向机器的数据分析方法,自动化机器学习的研究促进了人工智能的发展。大数据的快速积累,促进了机器学习算法的井喷式发展。如何选择合适的机器学习算法解决行业问题,成为了当前应用的难点。笔者整理了机器学习新材料,对各种机器算法的特点和算法之间的差异,进行了仔细的梳理,总结了各种算法的需求背景和优缺点,以及主要的应用场合。在此基础上,分析了机器学习在农业应用的案例,综述了机器学习在农业应用,指出了目前存在的发展瓶颈,并提出了进一步研究应用的建议。 |
| 关 键 词： | 机器学习 算法 可解释性 自动化 黑箱 智能机器 智能机器人 |
| 收稿时间： | 2019-07-16 |
Prospects for Machine Learning Research and its Application in Agriculture |
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| HU Lin,LIU Tingting,LI Huan,CUI Yunpeng.Prospects for Machine Learning Research and its Application in Agriculture[J].Journal of Library and Information Sciences in Agriculture,2019,31(10):12-22. | |
| Authors: | HU Lin LIU Tingting LI Huan CUI Yunpeng |
| Institution: | 1. Information Institute of Chinese Academy of Agricultural Sciences, Beijing 100081, China; 2. Key Laboratory of Big Agri-Data, Ministry of Agriculture, Beijing 100081, China |
| Abstract: | Machine learning is a machine-oriented data analysis method, and the research of automated machine learning promotes the development of artificial intelligence. The rapid accumulation of big data has promoted the development of machine learning algorithms. How to choose the right one to solve industry problems has been difficult in its applications. The authors sort out the new materials in this area, and carefully analyzes the characteristics of various machine algorithms and the differences between them, summarizes the background, advantages and disadvantages of them. On this basis, this paper analyzes the case of machine learning in agricultural applications, and summarizes it, finally, this paper points out the current development bottlenecks and proposes further research and application. |
| Keywords: | machine learning algorithm interpretable automation black box intelligent machine intelligent robot |
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