目录
基于 Spark 的分析商品推荐系统设计与实现.......................................................................................1
摘要 ..........................................................................................................................................................1
Abstract.....................................................................................................................................................2
第一章 引言..............................................................................................................................................4
1.1 研究背景与意义 .......................................................................................................................4
1.2 研究内容与方法 ........................................................................................................................5
1.3 论文结构安排 ............................................................................................................................5
第二章 相关理论基础 .............................................................................................................................5
2.1 大数据处理技术概述 ...............................................................................................................5
2.2 Spark 框架介绍 ........................................................................................................................6
2.3 推荐系统算法原理 ...................................................................................................................6
第三章 基于 Spark 的商品推荐系统设计 .............................................................................................7
3.1 系统需求分析 ............................................................................................................................7
3.2 系统架构设计 ............................................................................................................................8
3.3 数据预处理模块设计 ................................................................................................................8
3.4 推荐算法模块设计 ....................................................................................................................9
第四章 商品推荐系统实现 .....................................................................................................................9
4.1 数据采集与存储 ........................................................................................................................9
4.2 数据预处理实现 ........................................................................................................................9
4.3 推荐算法实现 ............................................................................................................................9
4.4 基于内容的推荐算法实现 .....................................................................................................10
4.5 系统测试与优化 .....................................................................................................................10
第五章 实验与结果分析 .......................................................................................................................10
5.1 实验环境搭建 ..........................................................................................................................10
5.2 实验数据集描述 ......................................................................................................................11
5.3 实验设计与实施 .....................................................................................................................11
5.4 实验结果分析 .........................................................................................................................11
5.5 推荐准确性评估 ......................................................................................................................11
5.6 用户满意度调查 ......................................................................................................................12
第六章 结论与展望 ...............................................................................................................................12
6.1 研究总结 .................................................................................................................................12
6.2 研究创新点 .............................................................................................................................12
6.3 未来研究方向 ..........................................................................................................................12
参考文献..................................................................................................................................................13
