The learning discipline of SVM is to minimize the structural risk instead of empirical risk, hence the better extensibility is guaranteed.
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。
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。
It is a new statistical study method in which the traditional empirical risk minimization principle is replaced by structural risk minimization principle.
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。
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.
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。
Because neural network is based upon empirical risk minimization and asymptotic theories, it is suitable to deal with situations where the amount of samples is tremendous and even infinite.
神经网络的理论基础是最小化经验误差，这种基于传统的渐进理论的学习方法，在训练样本点无穷多时是适用的。
However, the empirical facts suggest this risk is very low.
然而，经验表明这种风险非常低。
Through the statistical data and the achievement of empirical study, the high system risk character of Chinese stock market and its high challenge for securities companies at present are revealed.
根据相关的统计数据和实证研究的成果，分析了我国股票市场高系统性风险的特性和现阶段券商所面临的严峻挑战。
The researchers concluded that “These data provide empirical evidence that intake of SSBs (sugar-sweetened beverages) should be limited to reduce obesity-related risk of chronic metabolic diseases.”
这些研究人员得出结论，“这些数据为下面这个说法提供了实验性的依据——我们应控制加糖饮料摄入量以此减小肥胖引起的慢性代谢疾病的危险。”
The empirical results show that the volume of bonds issued each quarter is influenced by the average yield spread between high-and low-risk bonds.
实证研究结果表明，每季度债券发行量受到高，低风险的债券和债券平均收益率差的影响。
VaR method based on event risk is investigated in this paper, and empirical study on the index of Shanghai security market is made.
本文讨论了考虑事件风险的资产的在险价值方法，并以此对上海股票指数作了实证研究。
Empirical results on Chinese stock market indicate that stochastic volatility model based on the two index outperforms those based on one index in capturing volatility character and market risk.
利用中国股市数据进行的实证结果表明，与单测度指标的随机波动率模型相比，基于两个测度指标的随机波动率模型能更好地描述股票市场波动率和市场波动风险。
We propose some effective strategies of preventing informative risk in open-end funds based on the empirical investigation of China Stock Market and on the fractal theory in this paper.
本文基于分形市场理论及对中国股市的实证研究，提出了开放式基金防范信息性风险的有效策略。
The empirical study on index of Shanghai security market shows it's reasonable and necessary to incorporate event risk to VaR models.
通过对上海指数的实证研究表明，资产的事件风险是不可忽略的，考虑事件风险的在险价值更加合理。
This paper first analyses the influence of expansive fiscal policy on the fiscal risk (absolute risk and relative risk) from the theoretical and empirical perspective.
从理论和实证的角度，本文首先考虑了扩张性财政政策对财政风险(绝对风险和相对风险)的影响。
Forth, Empirical analysis of strategic risk management of YunNan Expo-XinYun Real Estate Development Enterprise.
第四、云南世博兴云房地产开发企业战略风险管理实证分析。
The results test and verify the relationship between the price and trading volume further, and offer empirical basis for investors to avoid risk.
这一结论进一步验证了中国股票市场量价关系的同向关系，并为投资者规避风险提供了实证依据。
To the subject characteristics, we use a comparative analysis, Empirical analysis and risk level analysis, and other research methods.
针对本课题的特点，本文运用了比较分析法、实证分析法和风险层次分析法等研究方法。
By determining the structure of the model and empirical analysis of the successful construction of the BP neural network of supply chain risk early warning partnership model.
本文通过确定模型结构和实证分析，成功地构建了BP神经网络供应链合作伙伴关系风险预警模型。
In this paper, empirical methods for listed commercial Banks interest rate risk, to conduct stress tests.
本文通过实证方法对上市各家商业银行的利率风险，进行压力测试。
The availability of evaluation model is proved in the part of empirical analysis and some risk response planning of case project are put forward.
本文通过实证分析证明所建评价模型的有效性，并针对所评价项目给出风险应对计划。
In response to this risk, there will be empirical analysis of this prepayment risk factor in this paper.
针对这一的风险，本文进行实证分析研究提前偿还风险的影响因素。
Therefore, the paper has simultaneously considered these two risk measure methods, and has carried on the comparison in the empirical analysis.
因此，本论文同时考虑了这两种风险度量方法，并在实证分析中进行了比较。
This article focuses on China's special background, on the basis of simple empirical analysis to sum the causes of China's stock price bubble and risk prevention.
本文着眼于中国的特殊背景，在简单实证分析的基础上总结中国股票价格泡沫的成因和风险防范。
According to empirical results of chapter five, we proposed related Suggestions about SCF credit risk management for China's commercial Banks in chapter six.
第六章根据实证结果提出了我国商业银行实施供应链金融信用风险管理的相关建议。
This paper aims to study the liquidity risk of open-end funds in China by empirical means on the basis of Chinese practice and foreign successful risk management experience.
本文从我国证券市场实际情况出发，在借鉴国内外经验和研究成果的基础上，对中国开放式基金的流动性风险进行实证研究。
Therefore, it is meaningful to carry out empirical studies on the risk management theory and assessment method in terms of the accidental pollution events in source water area.
因此，从水源地安全的角度出发，针对水源地突发性污染事件进行风险评价理论及方法的实证研究，具有一定的现实意义。
Therefore, it is meaningful to carry out empirical studies on the risk management theory and assessment method in terms of the accidental pollution events in source water area.
因此，从水源地安全的角度出发，针对水源地突发性污染事件进行风险评价理论及方法的实证研究，具有一定的现实意义。
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