支持向量机是对结构风险最小化归纳原则(Structural Risk Minimization Inductive Principle)的近似,其理论基础是统计学习理论(StatisticalLearningTheory, SLT),根据Vapnik和Chervonenkis的统计学习理论,如果数据服从...
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结构风险最小化归纳原则通过控制经验风险和置信范围来控制实际风险的界。
Structural risk minimization induce principle is used to control the bound on the value of achieved risk by controlling experiential risk and belief bound at the same time.
根据结构风险最小化原则,在“数据有限”的情况下,找到各种主要变量之间的关系,从复杂系统中归纳出一般规律,进而准确得到优化结果。
Based on the principle of construction risk minimization, the relations among the main variants are found out to yield a general rule which is then used to obtain the accurate optimizations.
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