摘要: |
将线性Lp(p=1)和LX损失函数下的支持向量机回归与分类解的关系及支持向量机回归与g-支持向量机分类解的关系,推广到非线性Lp(p ≥ 1)和LX损失函数上,得到这些解关系更一般的形式. |
关键词: 支持向量机 回归 分类 损失函数 |
DOI: |
投稿时间:2007-08-31 |
基金项目: |
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The Relation of Solution Between Support Vector Machine Regression and Classification |
ZHOU De-qiang
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(School of Information and Mathematics, Yangtze University, Jingzhou, Hubei, 434023, China) |
Abstract: |
The relation of solution between SVMR and SVMC, and the relation of solution between SVMR and υ-SVMC based on the linear Lp and LX loss function to the non-linear Lp and LX loss function are generalized, and the general form of original theory is obtained. |
Key words: support vector machine regression classification loss function |