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文献学习(part5)--Clustering by Passing Messages Between Data Points

热度:29   发布时间:2024-03-09 16:43:58.0

学习笔记,仅供参考


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    • Clustering by Passing Messages Between Data Points


Clustering by Passing Messages Between Data Points


通过在数据点之间传递消息进行聚类


Clustering data by identifying a subset of representative examples is important for processing sensory signals and detecting patterns in data. Such “exemplars” can be found by randomly choosing an initial subset of data points and then iteratively refining it, but this works well only if that initial choice is close to a good solution. We devised a method called “affinity propagation,” which takes as input measures of similarity between pairs of data points. Real-valued messages are exchanged between data points until a high-quality set of exemplars and correspondin

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