卢伟

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:控制科学与工程学院

学科:控制理论与控制工程. 模式识别与智能系统. 检测技术与自动化装置

办公地点:创新园大厦B707

电子邮箱:luwei@dlut.edu.cn

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Fuzzy Rule-Based Classification with Hypersphere Information Granules

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论文类型:会议论文

发表时间:2019-01-01

收录刊物:EI、CPCI-S

卷号:1000

页面范围:258-269

摘要:Fuzzy rule-based classification has been studied by a number of classification architectures. In this study, hypersphere information granules are used to form initial fuzzy classification model in an intuitive and interpretative way. The principle of justifiable granularity offers a certain way to optimizing information granules while facing the coverage and specificity criteria. By engaging a synergy of the principle of justifiable granularity and migrating prototypes, the refined classification model is constructed for better classification performance. A series of experiments concerning synthetic datasets and comparative studies are also implemented to exhibit the feasibility and effectiveness of the proposed classification method.