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Aiming at the different loss by error judge in fault diagnosis, the fuzzy membership based on the loss function is defined and optimal hyperplane is modified. 针对故障诊断等问题中误判造成的损失不同这一特点,定义了基于损失函数的模糊隶属度,并得出了修正后的最优分类面。
The features based on histogram and ratio of inertial moment can keep their scale-invariance,rotation -invariance and translation-invariance,and get optimal hyperplane. 基于直方图及惯性比确定图像特征能够保证平移、旋转和尺度不变性,是最优分类面确定的可靠保证。
The key problem of the support vector machine (SVM) is how to obtain an optimal hyperplane that is the critical boundary for distinguishing the sample which belongs to one kind or another. 支持向量机(SVM)是解决小样本学习问题的有力工具,其关键是如何得到判别样本类别的最优超平面。
As we are interested in the maximum margin, we are interested in the support vectors and the parallel hyperplanes (to the optimal hyperplane) closest to these support vectors in either class. 因为我们感兴趣于最大边际，(所以)我们(也会)感兴趣于支援向量与相互平行的超平面(最佳化超平面)这两个类别中最相近的支援向量。
Secondly, the most optimal hyperplane and decision-making function were found; 然后求解最优超平面，进而确定决策函数；
The BT -SVM muti - classification is formed by learning sample classes and the optimal hyperplanes which are constructed in the nodes of binary tree by the samples corresponding to clustering centers. 该方法在二叉树各节点处根据聚类中心所对应的样本构造学习样本集和最优分类超平面,保障了聚类精度,有效地提高了测试正确率。
## The original optimal hyperplane algorithm proposed by Vladimir Vapnik in 1963 was a linear classifier. Vladimir Vapnik最初在1963年提出的最优超平面算法是一个线性分类器。
Bias of the optimal hyperplane 最优分界面偏移
optimal hyperplane 最优分类面
The ergonomics of the new office were felt to be optimal. 新办公室工效设计因素感觉十分理想。
And then testing samples are diagnosed according to the hyperplane. 然后根据最优分类平面，对测试集的样本进行故障诊断。
Then the method to construct the optimal separating hyperplane and some basic concept are described simply. 然后，简单介绍了SVM的构造过程及其一些基本概念。
Optimal control for nonlinear plants. 非线性对象优化控制。
Optimal extraction of Psoralea corylifolia L. 补骨脂有效成分提取工艺的考察。
Optimal performance and minimal stray light. 光学性能优,杂散光小。
So how to find the optimal combination? 那么,怎么才能找到最佳的配置组合呢?
Finally，a new separation hyperplane is generated by the optimization training. 最后，通过优化训练，产生一个新的分离超平面。
THE OPTIMAL PRODUCTION FOR THE LUXURY VEHICLES. 豪华车辆的首选产品。
The hyperplane revises the error of the standard Support Vector Machines. 该分类面校正了标准的支持向量机的分类误差。
Tunes databases for optimal query performance. 优化数据库以获得最佳查询性能。