其中消极学习型中应用最广泛的是最近邻分类算法。
In those lazy learning algorithms most extensively used is nearest neighbor classification (NN) algorithm.
反向最近邻查询是空间数据库中最重要的算法之一。
One of the most important algorithms in spatial database is reverse nearest neighbor query.
这主要是因为算法使用了K-近邻方法来求解最近邻点。
The reason is that the algorithm searches the nearest neighbor points with K-nearest neighbor.
本文将讨论四种常用的数据挖掘技术中的最后一种：最近邻。
This last article will discuss the last of the four common data mining techniques: Nearest Neighbor.
最近邻技术最后的一个挑战是该算法的计算成本有可能会很高。
The final challenge with the Nearest Neighbor technique is that it has the potential to be a computing-expensive algorithm.
改进后的算法缩小了最近邻点的搜索范围，提高了运算效率。
In the improved algorithm, the search field for the nearest neighbor is reduced, resulting in increased efficiency.
本文针对计算光学切片中的最近邻算法提出了一种改进算法。
An improved nearest neighbor subtraction algorithm was presented and applied in the Computational Optical Section Microscopy (COSM).
用最近邻近似法对金刚石型晶体的价带给出了一种简化的计算法。
This paper gives a simplified calculation of the valence band structure for a diamond-type crystal in nearest neighbor approximation.
本文提出了一种基于最近邻线分类器的新的双端检测器(DTD)。
This paper presents a novel double-talk detector (DTD) based on a nearest neighbor line (NNL) classifier.
提出并实现了一种结合前馈型神经网络和K最近邻的文本分类算法。
This paper put forward and carried out a text classification method using feed-forward neural network and K-nearest neighbor.
首先，回归只能用于数值输出，这是它与最近邻的最直接的一个不同点。
Well, first off, remember that regression can only be used for numerical outputs. That differentiates it from Nearest Neighbor immediately.
运行分类、群集或最近邻都不如回归模型简单，但它们也没有那么困难。
Running a classification, clustering, or Nearest Neighbor isn't quite as easy as a regression model, but they aren't much harder.
在计算最近邻时，引入了兴趣方差的概念，提高了计算最近邻的准确度。
Moreover, the concept of interest variance is adopted to improve the veracity of searching nearest neighbors.
该文还介绍了三种查询方法：空间选择查询、空间连接查询和最近邻居查询。
The paper presents three methods of spatial queries: spatial Select Query, spatial Joint Query, and Nearest Neighbor Query.
然后再以支持向量机(SVM)和最近邻分类法相结合组成分类器进行分类。
Furthermore, combined with the nearest distance classifier, the support vector machine (SVM) is used for classification.
采用随机三角点阵上城市间的最近邻关系，构造路径子空间来求解旅行推销员问题。
The nearest neighbour relation between cities on random triangle lattice has been used to construct a tour subspace and to solve the traveling salesman problem.
最近邻算法可被扩展成不仅仅限于一个最近匹配，而是可以包括任意数量的最近匹配。
The Nearest Neighbor algorithm can be expanded beyond the closest match to include any number of closest matches.
阐述了基于相似度理论的最近邻居算法检索策略，能够对实例库中的实例进行检索。
The nearest neighbor algorithm a type of retrieval strategy based on similarity theory is described, and the case in the case base can be retrieved.
第3部分是“用WEKA进行数据挖掘”系列的结束篇，会以最近邻模型结束我们对模型的讨论。
Part 3 will bring the "Data mining with WEKA" series to a close by finishing up our discussion of models with the nearest-neighbor model.
通过最近邻选择策略保证了灰关联方法可以在一个较小且包含最优解的解空间中进行搜索。
The strategy of nearest neighbourhood selection assures the grey correlation can search in a solution space which is fairly small but with optimal solution.
而最近邻则可以非常有效地解决所有这些问题，尤其是在上述亚马逊的例子中遇到的这些问题。
You'll find that Nearest Neighbor fixes all those problems in a very efficient manner, especially in the example used above for Amazon.
众所周知，K最近邻方法作为机器学习领域的一个经典的方法，在很多领域都有出色的表现。
As we all know, KNN method is a classic method in machine learning field and is also well used in many other fields.
搜索过程采用了概率搜索策略、最近邻居策略和目标导引函数，使得搜索过程极为迅速高效。
Furthermore, the strategies of probabilistic search, nearest neighbor search and a goal guiding function are applied to enable the searching to be rapid and efficient.
对改进的标准问题进行测试，同时与最近邻域搜索算法的结果作比较，结果表明算法是有效的。
Compared to nearest neighborhood search algorithm, the algorithm was verified to be efficient through a number of standard test cases.
让我们先来探究一下最近邻背后的数学理论，以便能更好地理解这个过程并了解此技术的某些限制。
Let's delve into the math a little bit, so you can understand the process and also see some of the limitations of this technique.
至今天文学家对恒星的形成都不完全了解，但是通过研究最近邻的气体云星系人们发现了一丝线索。
And yet, this messy process is still not fully understood by astronomers. But one clue has been unearthed by astronomers studying the most nearby gas clouds in the galaxy.
本文总结出空间索引系统应提供的三类空间查询：空间范围查询、最近邻居查询、空间连接查询。
We summarize that spatial index system should provides three kinds of spatial query, they are, spatial range query, nearest neighbor query, spatial join query.
为了验证特征的有效性，使用最近邻及概率神经网络分类器进行了目标识别，得到满意的识别率。
In order to validate character validity, use NearestNeighbor (NN) and probabilistic neural network (PNN) classification identify target, gain content identification probability.
此模型的一些不尽人意之处：当我们谈论像亚马逊这样的数据集时，最近邻的强大威力是显而易见的。
Some final take-aways from this model: The power of Nearest Neighbor becomes obvious when we talk about data sets like Amazon.
第一章介绍了最近邻密度估计的背景、意义、研究现状以及国内外有关最近邻密度估计的研究成果。
In chapter one, we introduced some background material and research results that have obtained of the nearest neighbor density estimator.
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