Description: 最新AP聚类算法以及演示程序，算法内容参照affinity appropagation in science。-AP latest clustering algorithm as well as the demo program, algorithm reference content affinity appropagation in science. Platform: |
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Author:lilan |
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Description: AP是在数据点的相似度矩阵的基础上进行聚类.对于规模很大的数据集,AP算法是一种快速、有效的聚类方法,这是其他传统的聚类算法所不能及的,-A semi-supervised clustering method based on affinity propagation (AP) algorithm is proposed in this paper. AP takes as input measures of similarity between pairs of data points. AP is an efficient and fast clustering algorithm for large dataset compared with the existing clustering algorithms, such as K-center clustering. But for the datasets with complex cluster structures, it cannot produce good clustering results. It can improve the clustering performance of AP by using the priori known labeled data or pairwise constraints to adjust the similarity matrix. Experimental results show that such method indeed reaches its goal for complex datasets, and this method outperforms the comparative methods when there are a large number of pairwise constraints. Platform: |
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Author:lilan |
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Description: 一种新的聚类算法，被翻译为“吸引力传播聚类”，希望对研究模式识别的同学有帮助，谢谢啦-A new clustering algorithm is provided, which is called the Affinity Propagation Clustering. I hope it is helpful for people major in PR. Thank you for your attention. Platform: |
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Author:zhangjing |
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Description: 外国人在<科学>杂志上发表的一篇关于AP算法的文章,很有启发意义-Affinity propagation (AP) can be viewed as a generalization of the vertex substitution heuristic
(VSH), whereby probabilistic exemplar substitutions are performed concurrently. Although results
on small data sets (≤900 points) demonstrate that VSH is competitive with AP, we found VSH to be
prohibitively slow for moderate-to-large problems, whereas AP was much faster and could achieve
lower error. Platform: |
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Author:fanhaixiong |
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Description: Semi-supervised Affinity Propagation clustering.基于AP聚类的半监督学习算法。-The programs of semi-supervised AP are suitable for the person who has interests in studying or improving AP algorithm,
and then the semi-supervised AP may be an example for reference. Platform: |
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Author:troywang |
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Description: 07年发到Science上的关于聚类的文章《Clustering by passing messages between data points》的聚类算法--紧邻传播算法的源代码！-The source code of the clustering algorithm of <<Clustering by passing messages between data points>> Platform: |
Size: 4096 |
Author:duconghui |
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Description: 这是两个使用matlab实现的AP（affinity propagation）算法，一个是普通的AP算法matlab源代码，一个是用于稀疏数据处理的AP算法matlab实现源代码。-试试带有自动翻译功能的新型浏览器。下载 Google Chrome 浏览器关闭翻译中文英语德语检测语言
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这是两个使用matlab实现的AP（affinity propagation）算法，一个是普通的AP算法matlab源代码，一个是用于稀疏数据处理的AP算法matlab实现源代码。
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Zhè shì liǎng gè shǐyòng matlab shíxiàn de AP(affinity propagation) suànfǎ, yīgè shì pǔtōng de AP suànfǎ matlab yuán dàimǎ, yīgè shì yòng yú xīshū shùjù chǔlǐ de AP suànfǎ matlab shíxiàn yuán dàimǎ.This is both the use of matlab AP (affinity propagation) algorithm, an ordinary AP algorithm matlab source code, one for AP sparse data processing algorithm matlab source code. Platform: |
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Author:huisu |
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