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决策树算法和MAPREDUCE技术:综述

Bisma Bashir, Farheen Siddiqui
佳米雅综合大学

摘要


在当今时代,大数据和数据挖掘起着非常重要的作用。大数据可以是结构化的,也可以是非结构化的。
这种巨大的数据增长引发了处理这些数据的新技术和工具的开发。不同的算法被用来对大数据进行分类,但是基
于决策树的算法类别被认为是所有其他算法中最好的分类器。决策树算法实现起来简单快速。本文讨论了基于
MapReduce框架的基于决策树的算法。随着数据的增长,决策树算法有一些需要解决的局限性。MapReduce技术是
采用决策树算法进行大数据处理的最佳解决方案。

关键词


大数据;决策树算法;分类技术;ID3;C4.5;MapReduce

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参考


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DOI: http://dx.doi.org/10.12361/2661-3646-04-07-105351

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