马可夫链matlab源代码-pcStream:pcStream算法的开源实现

上传者: 38660579 | 上传时间: 2021-09-24 15:38:14 | 文件大小: 28.13MB | 文件类型: ZIP
马可夫链matlab源代码概述 在此存储库中,您将找到适用于 Java、Python、MATLAB、R、Android 和 Hadoop 的 pcStream 算法的实现。 我们建议使用 R 的源代码,因为它具有最新的功能并且组织良好。 什么是pcStream? 无界数据流的聚类是一个难题,因为无法存储观察到的实例以用于未来的聚类决策。 此外,流的概率分布往往会随着时间的推移而变化,这使得区分概念漂移和异常变得具有挑战性。 尽管过去已经提出了许多优秀的数据流聚类算法,但它们并不适合捕获实体的时间上下文。 pcStream 是一种机器学习算法,用于以无监督的方式在数字流中查找上下文或概念。 关于 pcStream 的一些要点: 它为上下文(概念)挖掘动态变化的传感器流 可以检测几何空间中的重叠集群 可用于推断当前上下文以及预测即将到来的上下文(与马尔可夫链合并时)。 它可以分布在多个线程或机器上 pcStream 的示例用法: - 上下文感知推荐系统的功能 - 异常检测 - 行为分析 什么是pcStream2? 对 pcStream 的改进,以便从一开始就可以检测到重叠的集群(而不仅仅是

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