基于PLA的多数据流自适应分段算法

来源 :华中科技大学学报(自然科学版) | 被引量 : 2次 | 上传用户:c546852942
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提出了一种基于点对线性近似的多数据流自适应分段算法,即快速点对线性近似的时序流(QPLAS)算法,它能够实时地对多数据流进行分段.采用一次扫描和滑动窗口工作机制,其主要思想是增量计算方法,能够在O(1)的时间复杂度内连续计算每个段的近似错误.为了同时处理多个数据流分段,将所有数据流当前未完成的段索引到一个B+树索引当中.这样,QPLAS仅占用少量内存即可高效处理多个数据流的分段.实验结果表明QPLAS比传统方法快1~2个数量级.
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