技能训练

[b] (1)关联规则大数据算法操作实践[/b][br] ① 作业目的。[br] 熟悉关联规则(association rules)的概念,了解Apriori算法流程。视频平台会根据用户浏览的视频向用户推荐相关视频,这背后的算法是怎样获得的,需要用到怎样的数据集?本次作业的目的就是以 Netflix 数据集为训练对象,以关联规则为训练算法,通过数据处理,来窥探一下用户喜好的推荐秘籍。[br] ② 作业准备。[br] Orange3 软件下载并安装。[br] 数据集说明:Netflix 数据集给出了 480 189 个用户和 17 770 部电影评级信息。 [br] 该数据集包含电影信息、training set(训练集)、probe set(探测集)和 qualifying set(评估集)。qualifying set(评估集)又被分为 quiz(测验集)和 test(测试集)。其中,training set的评分数量为 100 480 507。probe set 是 training set 的子集,包含 1 408 395 个评分。[br][br] a. 电影信息。[br] 电影信息采用图 2-5-6 所示的信息。[br][br][img]data:image/png;base64,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[/img][br] 图 2-5-6 电影信息[br][br] ● Movie ID 与实际的 Netflix 影片 ID 或 IMDB 影片 ID 不对应。[br][br] ● Year of Release 的范围可以从 1890 年到 2005 年,可能对应于相应 DVD 的发行,不一定是它的剧场版本。[br][br] ● 标题是 Netflix 电影标题,可能与其他网站上使用的标题不对应,标题是英文的。[br][br] b. training set(训练集)。“training_set.tar”是包含 17 770 个文件的目录,文件中的每个后续行对应客户的评级及其日期,格式如下:[br] 电影 ID:客户 ID,等级,日期。[br][br] ● Movie ID 的顺序范围为 1 到 17 770。[br][br] ● Customer ID 的范围为 1 到 2 649 429,有 480 189 位用户。[br][br] ● 评级为 1 到 5 星级(整数)。[br][br] ● 日期的格式为 YYYY-MM-DD。[br][br] c. probe set(探测集)。[br][br] 探测集包含指示电影 ID 的行,后跟冒号,然后是客户 ID。格式如下:[br][br] Movie ID1:[br][br] Customer ID11 [br][br] Customer ID12 [br] … [br] Movie ID2:[br][br] Customer ID21 [br][br] Customer ID22[br][br] d. qulifying_data(测试集)。[br][br] Netflix 数据的测试集包含在文本文件中“qualifying.txt”。它由指示电影 ID 的行,后跟冒号,然后是客户 ID 和评级日期,格式如下:[br][br] Movie ID1:[br][br] Customer ID11,Date11 [br][br] Customer ID12,Date12[br] … [br][br] Movie ID2:[br][br] Customer ID21,Date21 [br][br] Customer ID22,Date22[br][br] ③ 作业内容。[br][br] 作业包括两个部分:将电影评论集改造为电影项集;将电影项集进行关联规则分析,以Orange 为计算平台。[br][br] a. 电影项集的生成。[br][br] 首先根据电影集将电影名以有效词进行分割,并与 training_data 数据集中的评分项进行合并,形成电影项集。以第一个电影为例,如表 2-5-10 所示。[br][br] 表 2-5-10 电影项集[br][img]data:image/png;base64,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[/img][br][br] b. 将上述电影项集进行 Orange 关联分析。[br][br] 关联分析的目的是找出什么类型的电影评分项高或低。需要说明的是,在进行关联规则算法计算时,需要后缀名为[size=100][color=#0000ff][b][url=https://pan.baidu.com/disk/main?_at_=1679751972086#/index?category=all&path=%2F%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%AE%97%E6%B3%95%E5%9F%BA%E7%A1%80-%E8%A7%A3%E6%9E%90%E4%B8%8E%E6%8E%A2%E7%B4%A2%2F7.Association%20rules%2FAssociation%20Analysis_20220325_002505].basket或.bsk[/url][/b][/color][/size][color=#0000ff][b][icon]/images/ggb/toolbar/mode_zoomin.png[/icon][/b][/color] 的文件格式,这两个文件其实都是文本文件。[br][br] 首先进行数据清理,注意在各个项之间加入英文半角逗号(,)分隔,且每单的最后要保证是以回车符结束。然后将所有项集复制,粘贴到一个文本文件,并且将文本文件改为英文名,同时将.txt 后缀名改为.bsk。至此,所有文件准备工作基本结束。[br][br] 打开 Orange 平台,先将文件载入。然后将频繁集及关联规则算法模型连入数据库,画出其工作流图,并写入报告集。[br][br] c. 撰写数据测试报告。[br][br][br][br][br][br]

Information: 技能训练