该分类方法避免了样本训练和模板匹配，分类速度快。
The speed of the classification is fast without the sample training or pattern matching.
该方法采用样本训练自学习，自适应调整变增益系数。
The method enables to adjust the alterable gain coefficients by the sample data sets training and self-learning.
该方法通过少量样本训练出有效的模型，实现对间歇故障的诊断。
Then the SVM based intermittent faults diagnostic method is presented. With the features extracted from small samples, the SVM models are trained to diagnose intermittent faults.
样本训练的计算简单，分类规则得到简化，样本的分类正确率高。
The calculation of learning is simple, classification rule is simplified, and sample classification right ratio is high.
通过输入图像样本，输出温度样本和合适的发射率样本训练网络。
The BP neural network is trained through the input picture samples, the output temperature samples and the suitable emissive rate.
通过自组织竞争网络的聚类特征，改善样本训练对BP网络性能的影响。
The effect of samples training on BP neural network performance with the clustering characteristic of self-organizing competitive network is improved.
该算法引入BP神经网络模型，根据用户反馈分值选择样本训练神经网络。
The algorithm used the BP neural network, and the neural network was trained by samples which were selected according to user feedback score.
本文讨论了如何利用专家经验和样本训练得到启发评价函数，并得到一种修正算法。
This paper discusses how to make use of experts', experience and specimen train to get the inspired evaluating functions, and a revised algorithm of the heuristic scouting algorithm has been obtained.
该算法在第一次小样本训练时引入了遗忘因子，该因子使支持向量数减少了28％。
The algorithm introduced the forgetting factor to get the support vectors at the first training. The number of support vectors is decreased by 28%.
几何特征的加入使得小样本训练的粗分类器的应用成为现实，提高了眼睛检测的精度。
Then with the characteristics of symmetry of the eyes some of the geometric characteristics are adopted for correction .
该算法利用预测误差阈值进行样本的取舍，在尽量保留有用信息的情况下减小样本训练规模。
This algorithm USES the prediction error threshold to retain the useful information to decrease sample training scale.
当然读者也可以自行用训练样本训练网络，不过要特别注意训练样本的选择，否则可能造成识别率很低。
Of course, the reader can also be its own training network with training samples, but pay special attention to the training samples, otherwise it may result in the recognition rate is very low.
根据采集的样本训练出模糊神经网络的连接矩阵，然后对单个的联想记忆网络进行合成，实现故障的诊断。
The gathered samples are used to train the connected matrix of the fuzzy-neural network. And every single fuzzy-neural network is assembled to realize fault diagnosis.
基于核主成分分析（KPCA）的人脸识别算法能够提取非线性图像特征，在小样本训练条件下有较好性能。
The algorithm of face recognition based on kernel principal component analysis(KPCA)can abstract nonlinear features of image and can get better performance under less sample training conditions.
然后，基于电特性的输入输出关系设计了一个模糊控制器，且利用模糊控制器的输入输出样本训练神经网络。
Then a fuzzy controller is designed based on relationship of input vs. output of electric characteristics. The neural network is trained from the samples of input and output of the fuzzy controller.
最后，利用样本训练BP网络，待误差满足要求后，即可运用训练成功的BP神经网络，进行矿井安全状况综合评价。
At last, we can use samples to train BP network and assess the coal mines' safety status by using the successful BP network after error meets a demand.
应用神经网络的误差反向传播算法(BP)和大量的实测数据样本训练出了能在线诊断四种加工状态的BP模型并成功地诊断了实际加工状态。
The BP algorithm of Artificial Neural Networks and lots of experimental samples were used in training the BP model which succeeded in diagnosing four kinds of operational status.
目前已有的几种RBF网络训练方法对于含有随机噪声的复杂样本训练速度过慢且分类性能不稳定，依据相对熵最小原理，提出了一种改进的RBF网络训练方法———输出-输入聚类法。
To overcome these shortcomings, an improved training method of RBF networks, the method of output-input cluster based on the minimum entropy theory isp.
但当研究人员测试在SERE训练过程中提取的受训者唾液样本中发现，结果与预期恰恰相反。
But when the researchers measured levels of the hormone in saliva samples taken during SERE training, they found exactly the opposite.
比如，你现在仅仅只有20个样本，对于训练集和有效的测试集来说，没有太多的数据。
If, for instance, you only have 20 samples, there's not much data to use for a training set and still leave a significant test set.
训练样本应该是纯文本，是从涉及的目录的样本文档中提取出来的。
A training sample needs to be pure text, extracted from a sample document of the category in question.
Rimm还强调，在C颈训练中必须包括来自验证集的42个样本，用来解释在两个数据集中运用染色技术的不同。
Rimm also notes that, during C-Path's training, the team had to include 42 samples from the validation set to account for differences in the staining technique used in the two data sets.
这些输入通常被称作“训练集”（原文为training set，译者注），它们是Agent尝试学习的样本。
These inputs, often called the "training set", are the examples from which the agent tries to learn.
在进行训练时，将训练样本导入Workbench中，并确保与样本相关联的目录是正确。
For the training itself, import the training samples into Workbench and make sure that the categories associated with the samples are correct.
在知识库能够分析文本之前，必须用足够的正确分类的样本文本对它进行训练。
Before the knowledge base can analyze texts, it must be trained with a sufficient number of sample texts that are properly classified into categories.
从疑似感染亨德拉病毒的人或马身上采集的样本应由具有适当装备的实验室中训练有素的工作人员处理。
Samples taken from people or horses with suspected Hendra virus infection should be handled by trained staff working in suitably equipped laboratories.
从疑似感染尼帕病毒的人和动物身上采集的样本应由具有适当装备的实验室中训练有素的工作人员处理。
Samples taken from people and animals with suspected Nipah virus infection should be handled by trained staff working in suitably equipped laboratories.
受过简单训练的人都有能力对血液样本进行采集和拭染，然后将图象传送给能进行诊断的专家。
Someone with a small amount of training would be able to take and stain blood samples, and then capture and transmit images to an expert who could carry out the diagnosis.
受过简单训练的人都有能力对血液样本进行采集和拭染，然后将图象传送给能进行诊断的专家。
Someone with a small amount of training would be able to take and stain blood samples, and then capture and transmit images to an expert who could carry out the diagnosis.
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