| 一类直接构造的模糊多类支持向量分类器 |
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| 引用本文： | 张永,迟忠先,米滢. 一类直接构造的模糊多类支持向量分类器[J]. 计算机工程与应用, 2008, 44(8): 12-15. DOI: 10.3778/j.issn.1002-8331.2008.08.004 |
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| 作者姓名： | 张永 迟忠先 米滢 |
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| 作者单位： | 1.辽宁师范大学 计算机系，辽宁 大连 116029 2.大连理工大学 计算机科学与工程系，辽宁 大连 116024 3.大连职业技术学院 基础部，辽宁 大连 116035 |
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| 基金项目： | 国家中小企业创新基金(No.05C26212120357) |
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| 摘 要： | 针对直接多类分类方法，提出了一种新的基于直接构造多类SVM分类器的模糊多类支持向量机算法FCS-SVM。在算法中，重构了优化问题及其约束条件，以及Lagrange公式，并进行了推导。通过在标准数据集上的几个实验，对这些算法进行了比较分析。实验结果表明提出的算法可以得到比较理想的分类精度。
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| 关 键 词： | 支持向量机 模糊 多类分类 |
| 文章编号： | 1002-8331（2008）08-0012-04 |
| 收稿时间： | 2007-10-28 |
| 修稿时间： | 2007-12-05 |
Novel direct constructing-based fuzzy multi-class support vector classifier |
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| ZHANG Yong,CHI Zhong-xian,MI Ying. Novel direct constructing-based fuzzy multi-class support vector classifier[J]. Computer Engineering and Applications, 2008, 44(8): 12-15. DOI: 10.3778/j.issn.1002-8331.2008.08.004 |
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| Authors: | ZHANG Yong CHI Zhong-xian MI Ying |
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| Affiliation: | 1.Department of Computer，Liaoning Normal University，Dalian，Liaoning 116029，China 2.Department of Computer Science and Engineering，Dalian University of Technology，Dalian，Liaoning 116024，China 3.Foundation Department，Dalian Vocational Technical College，Dalian，Liaoning 116035，China |
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| Abstract: | This paper presents a novel direct constructing-based fuzzy multi-class support vector classifier,named as FCS-SVM,based on previous multi-class classification method by Crammer and Singer.This algorithm,the optimal problem and its constraints of multi-class classification are reconstructed,and its corresponding Lagrangian formula is re-deduced.Experimental comparison with the previous work indicates that the method can obtain better classification ratio. |
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| Keywords: | Support Vector Machine fuzzy multi-class classification |
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