目录
目录....................................................................................................................................................2
摘要....................................................................................................................................................3
关键词................................................................................................................................................4
第一章 绪论......................................................................................................................................4
1.1 研究背景与意义.................................................................................................................4
1.2 研究现状分析.....................................................................................................................5
1.3 研究内容与结构安排.........................................................................................................6
第二章 Hadoop 框架及数据挖掘算法概述 ....................................................................................8
2.1 Hadoop 框架介绍 ................................................................................................................8
2.2 数据挖掘算法概述.............................................................................................................9
2.3 基于 MapReduce 的数据挖掘算法 .................................................................................11
第三章 基于 Hadoop 的分类算法研究 .........................................................................................12
3.1 决策树算法.......................................................................................................................12
3.2 朴素贝叶斯算法...............................................................................................................14
3.3 K-means 算法 ....................................................................................................................15
第四章 基于 Hadoop 的关联规则挖掘算法研究 .........................................................................17
4.1 Apriori 算法.......................................................................................................................17
4.2 FP-growth 算法..................................................................................................................19
4.3 基于 Spark 的关联规则挖掘算法 ...................................................................................20
第五章 结论与展望........................................................................................................................22
5.1 研究结论总结...................................................................................................................22
5.2 发展趋势展望...................................................................................................................23
5.3 深入研究方向...................................................................................................................24
