Application of Classifier Based on STDPM Algorithm

doi:10.1117/12.2654556

	Application of Classifier Based on STDPM Algorithm
	Li, Bing; Wang, Jikui
	2022
会议名称	6th International Workshop on Advanced Algorithms and Control Engineering, IWAACE 2022
会议录名称	Proceedings of SPIE - The International Society for Optical Engineering
卷号	12350
会议日期	July 8, 2022 - July 10, 2022
会议地点	Qingdao, China
会议录编者/会议主办者	Academic Exchange Information Center (AEIC)
出版者	SPIE
摘要	In the current era of big data, semi-supervised learning algorithms are widely used. The self-training algorithm is one of the commonly used semi-supervised algorithm frameworks. During the iteration process of the self-training algorithm, the classification performance of the base classifier has a significant influence on the final classifier trained by the model. To study the effect of the base classifier on the performance of the STDPM algorithm, we use KNN, decision tree, and SVM base classifier to conduct experiments on four medical images. The experimental results show that on the four data sets Diabetes, Heart, Hepatitis and Ilpd, the three classifiers KNN (K=1), SVM and decision tree have little effect on the STDPM algorithm. When K=3, the algorithm STDPM performs poorly using the KNN base classifier. © 2022 SPIE.
关键词	Classification (of information) Iterative methods Learning algorithms Medical imaging Support vector machines current Algorithm framework Base classifiers Classification performance Iteration process Self-training Semi-supervised algorithm Semi-supervised learning Semisupervised classification (SSC) Training algorithms
DOI	10.1117/12.2654556
收录类别	EI
语种	英语
EI入藏号	20224613130302
EI主题词	Decision trees
EI分类号	461.1 Biomedical Engineering ; 716.1 Information Theory and Signal Processing ; 723 Computer Software, Data Handling and Applications ; 723.4.2 Machine Learning ; 746 Imaging Techniques ; 903.1 Information Sources and Analysis ; 921.4 Combinatorial Mathematics, Includes Graph Theory, Set Theory ; 921.6 Numerical Methods ; 961 Systems Science
原始文献类型	Conference article (CA)
文献类型	会议论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/33110
专题	信息工程与人工智能学院
作者单位	School of Information Engineering, Lanzhou University of Finance and Economics, Lanzhou; 730020, China
推荐引用方式 GB/T 7714	Li, Bing,Wang, Jikui. Application of Classifier Based on STDPM Algorithm[C]//Academic Exchange Information Center (AEIC):SPIE,2022.