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 .
不同的是，前者是基于结构风险最小化原理，后者基于经验风险最小化原理。
The difference between them is that the former is based on the structural risk minimization principle and the latter is based on the experiential risk minimization principle.
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.
递增的方法允许我们在实施大范围的SOA项目之前收集经验和教训；它可以最小化业务风险并能递增地收获回报。
An incremental approach allows lessons learned to be collected before adopting an SOA in a large way; it minimizes business risks and allows returns to be realized incrementally.
同时，由于该方法建立在结构风险最小化准则上，而不是仅仅使经验风险最小，所以，它具有好的推广能力。
The learning discipline of SVM is to minimize the structural risk instead of empirical risk, hence the better extensibility is guaranteed.
这篇文章综述了迄今为止已发表的在儿童肾移植中应用类固醇和钙调磷酸酶最小化的经验，并讨论了这些治疗方法的风险和益处。
This article reviews published experience to date with steroid and calcineurin minimization in pediatric renal transplantation and discusses the risks and benefits of these approaches.
本文介绍了债转股的理论依据和国际经验，对债转股的收益与面临的运作风险进行了详细的分析，在分析基础上提出了最小化债转股的途径。
This paper introduced the theoretical foundation and international experience in turning debt into stock, analyzed the risks and profits, and offered a minimization approach thereafter.
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.
对于参数的学习，提出了一种适用于分类器的可微经验风险函数，该函数能够有效地利用梯度下降法进行最小化。
For the learning process, a new kind of empirical risk function is proposed which is differentiable and can be minimized by gradient descent strategy.
对于参数的学习，提出了一种适用于分类器的可微经验风险函数，该函数能够有效地利用梯度下降法进行最小化。
For the learning process, a new kind of empirical risk function is proposed which is differentiable and can be minimized by gradient descent strategy.
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