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支持向量机回归与v-支持向量机分类解的关系 被引量:2

The relation of solution between support vector machine regression and v-support vector machine classification
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摘要 讨论了支持向量机回归与v-支持向量机分类解的关系,证明了对给定的v-支持向量机分类问题的解,通过选择适当参数,存在一个支持向量机回归问题的解与它等价. The relation of solution between support vector machine regression and support vector machine classification is described in this paper. Show that for a given v - SVMC solution there exists a SVMR solution, which is equivalent for a certain choice of the parameters.
作者 邹斌 李落清
出处 《湖北大学学报(自然科学版)》 CAS 2004年第1期12-15,共4页 Journal of Hubei University:Natural Science
基金 湖北省自然科学基金(99J169)资助课题
关键词 ν-支持向量机 分类解 回归 机器学习 support vector machine classification regression relation
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  • 1Rosenblatt. F. Principles of neurodynamics: perceptron and theory of brain mechanisms[M]. Washington D C: Spartan Books, 1962.
  • 2Vapnik V N. The nature of statistical learning theory[ M]. Heidelberg, Germany: Springer Verlag, 1995.
  • 3Vapnik V N.Statistical learning theory[M] .New York:J Wiley, 1998.
  • 4Scholkopf B, Smola A, Wiliamon R,et al. New support vector algorithms[J] .Neural Computation,2000,12(15): 1207 ~ 1245.
  • 5Suykens J A K, Vandewalle J. Least squares support vector machine classifiers[ J]. Neural Processing Letters, 1999, 9(3):293 ~300.
  • 6Pontil M, Rifkin R, Evgeniou T. From regression to classification in support vector machines[A]. ESANN 1999. Proceedings --European Symposium on Artifical Networks[ C]. Bruges(Belgium): D- Facto Public: 1999.21 ~ 23:225 ~ 230.
  • 7Burges C J C. A tutorial on support vector machines for pattern recognition[ J ]. Kata Mining and Knowledge Kiscovery, 1998,2(2):121 ~ 167.
  • 8Burges C J C,Crisp K J. Uniqueness of the SVM solution[J].NIPS,2000,12:223 ~ 229.

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