最小化

Aiming at the dual affects to classification results by each input data, this method has punish item be fuzzy, compensates weight to classification, reconstructs the optimization problem and its restrictions, reconstructs Langrage formula, and presents the theories deduction. This method is applied to the credit evaluating system of personal loan.

1引言支持向量机(Support Vector Machine，SVM)是20世纪90年代中期在统计学习理论(Statistical Learning Theory，SLT)的基础上提出的一种新的机器学习方法，它基于VC维理论和结构风险最小化原理，在很大程度上克服了传统机器学习中的维数灾难以及局部极小等问题[1，2]。

Be minimalist, get away with as little as possible.

确定系统的最小化，尽可能地小。

An on-line blind source separation algorithm of non-stationary mixed signals is presented. The algorithm uses the multiple time-delayed decorrelation and natural gradient rule to obtain the stationary point of the cost function, only a small number of observed samples is needed to minimize the Frobenius norm of the correlation matrices, so the computing cost is low and continuous separation calculation could be realized by on-line operation.

利用一种基于多时延解相关准则的代价函数和自然梯度原则，分别推导出非平稳信号在瞬态线性混合及卷积混合情况下的在线盲分离算法，仅通过对有限个时延样本的相关矩阵进行Frobenius范数最小化运算得到分离矩阵，计算工作量小，无需对样本进行分块处理，可实现对信号的连续跟踪操作。

With cross validations, the support vector machine-based models are selected to achieving a high generalization accuracy according to the principles of Bayesian framework and Resubstitution.

实验比较实际值和预测值之误差，误差值越小，表示预测的结果越接近其实际值，本研究之模型除考虑误差值最小化之外，亦兼顾模型复杂度，并以泛化性能的高低作为一个评估的依据。

Support vector machine SVM baaed on the structural risk minimization of statistical learning theory in a method of machine learning for small sample .

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。

A multiobjective optimization model of concrete bridge deck is therefore developed for several objectives which conflict with each other,such as minimizing the total cost but maximizing the performance simultaneously,and the niched Pareto genetic algorithm is introduced to s...

建立了桥面板维修的多目标优化模型，同时满足费用最小化以及性能最大化等多个相互冲突的目标，并采用小生境Pareto遗传算法求解。

The quantizer can perform dynamic quantization for wavelet coefficients after the determination of the best quantization steps {qi} that minimize the average mean square error at a given bit rate.

在为DWT 系数确定好一组使给定码率下均方误差最小化的最佳量化步长{qi}后，该量化器将能够实现小波系数的动态量化。

In this paper, we propose a gridded channel router with the consideration of electromagnetic compatibility. Our approach is based on genetic algorithm and hence the selection, crossover and mutation operators which are the basic operators of genetic algorithm are applied to generate new electromagnetic interference reduced routing solutions.

本文中我们提出一个考虑电磁相容之格子化通道绕线器、我们的方法主要是以基因演算法为基础所发展出来的，利用基因演算法中选择、交配以及突变等基本运算子的重复运算来达到电磁干扰最小化的结果。

The minimisation of mechanical losses through the adoption of Valvematic (a further development of VVT-i), new roller rocker technology, smaller and lighter pistons, low viscosity oil and new six-speed manual and Multidrive transmissions.

The最小化，通过Valvematic通过（一升VVT进一步发展一），滚子摇臂新技术，更小，更轻活塞，低粘度油和新的六速手动和Multidrive燃烧效率transmissions。

Eligible patients were randomised blindly by the data centre of the Institut Gustave Roussy (PCI99-01 and IFCT) using minimisation, and by the data centres of EORTC and RTOG (for CALGB, ECOG, RTOG, and SWOG), both using block stratification.

选出来的患者在盲法前提下，Gustave Roussy研究所数据中心（PCI99 - 01和IFCT）使用最小化进行随机化，EORTC数据中心（EORTC ROG和LG）和RTOG (CALGB，ECOG，RTOG，和SWOG)都使用板块分层。

As she looked at Warrington's manly face, and dark, melancholy eyes, she had settled in her mind that he must have been the victim of an unhappy attachment.

每逢看到沃林顿那刚毅的脸，那乌黑、忧郁的眼睛，她便会相信，他一定作过不幸的爱情的受害者。

Maybe they'll disappear into a pothole.

也许他们将在壶穴里消失