The two algorithms have excellent anti-noise performance, and the prediction model has strong ability of generalization.
两种算法具有很强的抗噪声能力，预测模型也具有很好的推广性。
With limited samples, SVM has stronger ability of generalization in comparison with existing machine learning algorithm.
与现有的机器学习算法相比，在样本有限的情况下，支撑矢量机具有更强的分类推广能力。
Compare to other ANN modeling, the neuron number of the CNN hidden layer is few, and the ability of generalization of the CNN system is well.
与其它的AN N建模相比较，用CNN建立的模型的隐层神经元数量少，系统的泛化能力强。
Making use of the relative average of network prediction uncertainty, the quantitative analysis is carried out for the ability of generalization.
利用网络预测误差的相对平均值对神经网络的泛化能力进行了定量的分析。
In order to improve IDS's ability of generalization for knowledge of intrusion, a method is put forward that applies fuzzy clustering to obtain hierarchy generation for intrusion feature set.
为了提高入侵检测系统对入侵特征知识的归纳和概括能力，提出了将一种基于模糊等价关系的动态聚类方法应用于对入侵特征集进行层次聚类。
The application of additional momentum and adaptive learning rate overcomes the limitation effect of BP rule, accelerates the training speed and strengthens the generalization ability of network.
由于采用附加动量项和自适应率等措施，克服了BP规则的局限性，加快了训练速度，增强了网络的泛化能力。
This approach greatly improves the generalization ability of SVM classification and its application area is extended.
这一方法大大提高了支持向量机分类的泛化能力，从而大大提高了支持向量机的应用范围。
And the accuracy rate of a classification network is explained as the maximum likelihood estimation of the generalization ability.
证明了一个分类网络的测试集正确率是该网络推广能力的极大似然估计；
To enhance the generalization ability of neural networks, an improved method is studied.
从提高神经网络泛化能力的角度提出一种改进方法。
Kernel function is the key technology of SVM, the choice of kernel will affect the learning ability and generalization ability of SVM.
核函数是SVM的关键技术，核函数的选择将影响着支持向量机的学习能力和泛化能力。
SVM has been applied to many fields such as pattern recognition, data mining, modeling and control of nonlinear system due to good generalization ability and globally optimal performance.
SVM由于其良好的泛化能力和全局最优性能，在模式识别、数据挖掘、非线性系统建模和控制等领域中展现出广泛的应用前景。
The simulation results of optimizations to structure parameter, algorithm parameter and fuzzy judgement show that generalization ability of network have been great improved.
大量实验结果表明，对系统的结构参数、算法参数、模糊判决等方面的分析和优化进一步提高了系统的泛化能力。
Generalization ability of ANN's identification model concerns with many factors, and appropriate designed performance index function is an important influence factor.
大量研究表明，ANN模型泛化能力的改善与很多因素相关联，其中恰当的性能指标函数设计是一个重要影响因素。
SVM has good characteristics of simple structure, global optimum and strong generalization ability.
支持向量机分类器结构简单、可获得全局最优、泛化能力强。
Neural Network Integration can significantly improve the generalization ability of leaning systems through training a finite number of neural network and they combining their results.
这种方法通过多个神经网络的集成来协同识别产品故障分布，所以它较之单个神经网络有更强的推广能力、更容易训练。
Experiments show that this method can effectively select features while improving the generalization ability of network.
实验表明，该方法既能快速有效地删除特征，又提高了网络的泛化性能。
Experiment results show its better performance in the efficiency of detecting system and generalization ability.
实验表明，算法在检测系统效率和推广性方面有较好的表现。
Financial time series has high randomicity and nonlinearity. Neural network is quite suitable in the process of financial time series data for its good ability of nonlinear mapping and generalization.
金融时间序列具有很强的随机性和非线性性，而神经网络具有良好的非线性映射能力及自适应、自学习和良好的泛化能力，因此非常适合处理金融时间序列这样的数据。
The generalization ability of the network was improved by regularization.
为了提高网络模型的泛化能力，采用规则化调整的方法。
The high generalization ability of Support Vector Machine (SVM) makes it especially suitable for the classification of high-dimension data such as term-document.
支持向量机(SVM)高度的泛化能力使它特别适用于高维数据例如文档的分类。
The constringency speed and generalization ability of optimized BPNN model are better than that of simple BPNN model, and the simulation result is close to reality.
遗传算法优化的BP神经网络在收敛速度和泛化能力上都较简单的BP神经网络要好，模拟结果更接近于真实值。
SVM solves the small sample problem mainly and finds the best compromise between the complexity of the model and the learning ability in order to obtaining the best generalization ability.
SVM主要解决小样本问题，在模型的复杂度和学习能力之间寻求最佳折衷，目的在于获得最好的泛化能力。
Support Vector machine (SVM) is a new method of machine learning. It has some advantages such as generalization ability, nonlinear and high dimensions.
支持向量机是一种新的机器学习方法，它具有推广能力强、非线性和高维数等一系列优点。
Support Vector Machine is an excellent learning technique, and it is also a class of regression method with a good generalization ability.
支持向量机是一种优秀的学习方法，也是具有很好泛化性能的回归方法。
However, Every kernel has its advantages and disadvantages. Combining two or more kernels is one of efficient method for improving the ability of learning and generalization.
然而，每种核函数都有它的优势和不足，整合两个或多个核函数对于学习能力和泛化能力的提高是一个有效的途径。
In the calculation example, the real data were used for the dynamic modeling of the load, and the results show that the load model is accurate and has high generalization ability.
算例中利用实测数据进行负荷动态建模，结果表明可得到精度和泛化能力都较高的负荷模型，在电力负荷建模方面具有广泛的应用价值。
The fundamental issue for classification problem caring about is how to effectively improve the generalization ability of the classification system.
分类所关心的一个根本问题是如何有效地提高分类系统的泛化能力。
The fundamental issue for classification problem caring about is how to effectively improve the generalization ability of the classification system.
分类所关心的一个根本问题是如何有效地提高分类系统的泛化能力。
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