遵循着分析防范原则和风险最小化原则。
结构风险最小化原则使其具有良好的学习推广性。
Because the structural risk minimization principle makes SVM exhibit good generalization.
以这些界为基础，给出基于双重随机样本的结构风险最小化原则。
Secondly, on the basis of these bounds, the idea of the structural risk minimization principle based on birandom samples is presented.
它使用结构风险最小化原则，运用核技巧，较好地解决了学习问题。
They USES Structural Risk Minimization and the kernel trick to solve the learning problems.
基于统计学理论研究了经验风险最小化原则学习过程的一致性问题。
We describe the consistency of erm learning process instatistical learning theory .
支持向量机基于结构风险最小化原则，解决了小样本数据分类和泛化问题。
SVM can solve small sample problems and has good generalization ability using the principles of structural risk minimization.
基于统计学习理论中结构风险最小化原则的支持向量机是易于小样本的机器学习方法。
Support vector machine (SVM) based on the structural risk minimization of statistical learning theory is a method of machine learning for small sample set.
由于采用了结构风险最小化原则替代经验风险最小化原则，使它能较好地解决小样本学习问题。
It can solve small samples learning problems better by using structural risk minimization in place of experiential risk minimization.
由于使用结构风险最小化原则代替经验风险最小化原则，使它能较好地处理小样本情况下的学习问题。
The main advantage of SVM is that it can serve better in the processing of small-sample learning problems by the replacement of Experiential Risk Minimization by Structural Risk Minimization.
针对基于经验风险最小化原则的传统学习方法的不足，提出了一种基于支持向量机的油气管道安全识别方法。
An SVM-based recognition method for the safety of oil and gas pipeline was proposed due to limitation of the traditional learning methods based on empirical risk minimization.
支持向量机是以统计学习理论为基础的，采用结构风险最小化原则代替传统经验风险最小化原则的新型统计学习方法。
It is a new statistical study method in which the traditional empirical risk minimization principle is replaced by structural risk minimization principle.
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.
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.
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.
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