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- data dimensionality reduction 数据降维
- The Locally Linear Embedding(LLE) algorithm is an effective technique for nonlinear dimensionality reduction of high-dimensional data. 局部线性嵌入(LLE)算法是有效的非线性降维方法,时间复杂度低并具有强的流形表达能力。
- IMPLEMENT DATA SHARING OVER NETWORK HETEROGENEOUS DATABASES BY DATA DIMENSION REDUCTION METHOD 采用数据降维技术实现网络异构数据库分级数据共享
- An application to meteorological data shows results similar to the one-class case as far as dimensionality reduction goes.A reasonable classification rate is also obtained. 气象应用说明，就维数压缩而论，结果与一类情况类似，并且还得到了合理的分类判断。
- As a non-trivial problem， the most promising solutions of similarity search in time series databases involve performing dimensionality reduction on the original data. 摘要 时间序列相似性查找作为一种非平凡问题，大多数有效的求解方法都涉及到对原数据维度的简约。
- data dimension reduction 数据降维
- In pattern recognition and in image processing, Feature extraction is a special form of dimensionality reduction. 在模式识别和图像处理领域中，特征提取是一种特殊的维数降阶的形式。
- Based on the properties,takes the DCT as the preprocessing method of data dimensionality reducti... 实验表明,文中算法具有计算速度快、识别率高的优点。
- reduction of data dimensionality 数据降维
- Based on the Neighborhood Preserving Embedding (NPE) algorithm, a novel dimensionality reduction method called ONPE is proposed. 摘要在邻域保护嵌入算法的基础上，提出了一种新的降维方法-正交邻域保护嵌入算法。
- It is testified that in contrast with algorithm without dimensionality reduction，this algorithm can improve the performance signature signally. 实验结果表明，与不采用降维算法的检测方案相比，提出的方案能够显著地提高检测的准确率。
- We also describe an algorithm that allows the reconstruction and the approximation by dimensionality reduction for the original information. 还描述了一种算法，用以维数压缩对原始信息重新构造和逼近。
- Maximum likelihood performs a nonlinear dimensionality reduction, choosing permutations that compact the permuted image vectors into a volumetrically minimal subspace. 极大似然方法实现了非线性的降维，将向量压缩到一个低维空间。
- After dimensionality reduction to extracted eigenvector by K-L transform，genuine signatures and forgeries are distinguished through Support Vector Machines（SVM）. 运用K-L变换对已提取的特征向量进行降维，最后输入支持向量机进行真伪鉴别。
- This paper uses dimensionality reduction signal processing technology to get all targets’ reliable initial information based on TBD detection method in the image sequences. 摘要 在序列图像情况下，采用降维处理技术在二维空间中通过基于TBD的多帧检测算法获得了众多目标可靠的初始信息。
- An illustration with a theoretical model reveals the great compression power produced by this scheme ,as well as the goodness of the approximations by dimensionality reduction. 用一个理论模型显示了这种方法的很大的压缩效果和维数压缩逼近的优良性。
- Principal component analysis(PCA)is the most commonly used dimensionality reduction technique for detecting and diagnosing faults in chemical processes. 在化工流程故障诊断中,主元分析法(PCA)是最常见的降维技术。
- The results show that the proposed method used for QAR data has a good effect of dimension reduction and high rate of correct classification. 实验结果显示：把该方法用于QAR数据具有良好的降维效果和高分类正确率。
- Finally, the prospect of nonlinear dimensionality reduction methods in manifold learning was discussed, so as to extend the application area of manifold learning. 最后展望了流形学习中非线性维数方法的未来研究方向，期望进一步拓展流形学习的应用领域。
- The TCQ algorithm takes advantage of convolution code, and enlarges the Euclidean distances among quantized data by expanding data dimensions. TCQ算法充分利用了卷积码的特性，采用信号空间扩展的方法来增大量化信号的欧式距离，从而达到提高量化性能的目的。
