[b] (1)逻辑回归(Logistic Regression)大数据算法操作实践。[/b][br][br] ① 作业目的。[br][br] 旨在让学生了解逻辑回归作为一种广义的线性回归分析模型的含义,理解机器学习中的监督学习的内涵;引导学生解决实际问题时的参数设置及多方案的对比,尤其是解决二分类问题(实际上也可解决多分类问题);启发学生如何看待逻辑回归的推导过程与计算方式类似于回归的过程,但实际上主要是用来解决二分类问题的思考;体会各算法其中的异同点,从而加深对 Orange 平台中逻辑回归对分类功能的实现。[br][br] ② 作业准备。[br][br] Orange3 软件下载并安装。[br][br] 源数据已转换为 Excel 文件,文件名为 banking-orange.xlsx。[br][br] 下面将属性说明列示如下:[br][br] age (numeric) 年龄[br][br] job : type of job (categorical: “admin”,“blue-collar”,“entrepreneur”,“housemaid”,“management”,[br][br] “retired”,“self-employed”,“services”,“student ”,“technician”,“unemployed”,“unknown”)工作类型[br][br] marital : marital status (categorical: “divorced”,“married”,“single”,“unknown”) [br]婚姻状况[br][br] education (categorical: “basic.4y”,“basic.6y”,“basic.9y”,“high.school”,“illiterate”,[br][br] “professional.course”,“university.degree”,“unknown”)教育状况[br][br] default: has credit in default? (categorical: “no”,“yes”,“unknown”)是否有信用卡[br][br] housing: has housing loan? (categorical: “no”,“yes”,“unknown”)是否有房贷[br][br] loan: has personal loan? (categorical: “no”,“yes”,“unknown”)是否有个人贷款[br][br] contact: contact communication type (categorical: “cellular”,“telephone”) 联系方式:手机,座机[br][br] month: last contact month of year (categorical: “jan”,“feb”,“mar”,…,“nov”,“dec”)最后一次联系的月份:目录类型[br][br] day_of_week: last contact day of the week (categorical: “mon”,“tue”,“wed”,“thu”,“fri”)最后一次联系的周记天:目录类型 [br][br] duration: last contact duration,in seconds (numeric). -电话时长(秒,数字型)[br][br] -Important note: this attribute highly affects the output target (e.g.,if duration=0 then y=’no’). The duration is not known before a call is performed,also,after the end of the call,y is obviously known. Thus,this input should only be included for benchmark purposes and should be discarded if the intention is to have a realistic predictive model. [br][br] campaign: number of contacts performed during this campaign and for this client (numeric,includes ast contact)本次活动的联系次数 [br][br] pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric; 999 means client was not previously contacted)从上次活动最后一次联系到本次活动的天数(数字型,999 意味着上次活动没联系)[br] previous: number of contacts performed before this campaign and for this client (numeric)在本次活动之前的联系次数 [br][br] poutcome: outcome of the previous marketing campaign (categorical: “failure”,“nonexistent”,“success”)上次市场促销活动的成效(目录类型:失败,无下文,成功)[br][br] emp.var.rate: employment variation rate—(numeric)就业变动率[br][br] cons.price.idx: consumer price index—(numeric) 消费价格指数[br][br] cons.conf.idx: consumer confidence index—(numeric) 消费信心指数[br][br] euribor3m: euribor 3 month rate—(numeric)3 月同业拆借利率[br][br] nr.employed: number of employees—(numeric)员工数量
a. 数据源分析。[br][br] 该数据集来自 UCI 机器学习库,它与葡萄牙银行机构的直接营销活动(电话)有关。分类目标是预测客户是否将购买定期存款。[br][br] b. 作用分析。[br][br] 由于逻辑回归模型预测 P Y( 1) 是 X 的函数(X 是单变量函数),所以从众多的变量中选择对 P Y( 1 or 0) 敏感性强的具备优良性状的变量是正确应用逻辑回归模型的第一步。[br][br] 该方法一般在 Python 编程环境中实现。[br][br] 可视化——了解各特征变量与 Y(目标变量)之间的关系,通过各条形图方式做基本判断,各类图示可见[color=#0000ff][b] [url=https://pan.baidu.com/disk/main?from=oldversion#/index?category=all&path=%2F%E9%85%8D%E5%A5%97%E8%B5%84%E6%BA%90%E4%B8%8B%E8%BD%BD%2FLogistic%20Regression]banking-orange.xlsx[/url][icon]/images/ggb/toolbar/mode_zoomin.png[/icon],[/b][/color]如工作状况与 Y 之间的关系,如图 2-6-20 所示。[br][br][img]data:image/png;base64,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[/img] [center] [br][img]https://s21.ax1x.com/2025/02/17/pEMpK81.png[/img][/center][center] 图 2-6-20 工作状况与 Y 之间的关系[/center]其中,Y=1 在各职业类别中所占的比例如图 2-6-21 所示。[br][center][img]https://s21.ax1x.com/2025/02/17/pEMp8bD.png[/img][/center] 图 2-6-21 Y=1 在各职业类别中所占的比例[br]
从图中可以看出,不同工作状态对 Y=1 的接受程度起伏变动大,由此可以基本判断职称可以是结果变量的良好预测因子。[br][br] Y=1 在各婚姻类别中所占的比例如图 2-6-22 所示。[br][center][img]https://s21.ax1x.com/2025/02/17/pEMpLGR.png[/img][/center] 2-6-22 Y=1 在各婚姻类别中所占的比例
从图中可以看出,不同婚姻状态对 Y=1 的接受程度起伏变动不大,或许可以基本判断婚姻状况不是结果变量的良好预测因子。[br][br] c. 特征选择。[br] [br] 递归特征消除(Recursive Feature Elimination,RFE)基于以下思想:首先,在初始特征集上训练估计器,并且通过 coef_属性或通过 feature_importances_属性获得每个特征的重要性。 然后,从当前的一组特征中删除最不重要的特征。在修剪的集合上递归地重复该过程,直到最终到达所需数量的要选择的特征,如图 2-6-23 所示。[br][center][img]data:image/png;base64,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[/img][br][img]data:image/png;base64,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[/img][/center] 图 2-6-23 递归特征消除
图中大多数变量的 p 值小于 0.05,因此,大多数变量对模型都很重要。[br][br] ③ 作业内容。[br] 作业包括三个部分:[br][br] ● 数据整理及转换;[br] ● Orange 平台上机操作;[br] ● 撰写分析报告。[br][br] a. 数据整理与转换。[br][br] ● 在 Excel 中打开 txt 文件。[br][br] 要求:创建训练集及测试集两个 Excel 数据集,文件名自定。[br][br] ● 预处理数据。[br][br] 要求:加标题表头,通过筛选批量删除含有“?”字符的记录。[br][br] b. Orange 平台上机操作。[br][br] 总要求是对三种算法,即逻辑回归、支持向量机和朴素贝叶斯分别建立学习器,并比较各学习器的优劣。工作流完整,逻辑清晰并报告产出合理。关键内容如下:[br][br] ● 三种算法的学习器;[br][br] ● 训练集及测试集部署合理;[br][br] ● 调整惩罚项及参数设置,调优学习器;[br][br] ● 数据集在线端配属正确,不报错;[br][br] ● 调用可视化模块,对支持向量进行展示。[br][center][img]https://s21.ax1x.com/2025/02/17/pEMSNcV.png[/img][/center][br][br] c. 撰写数据分析报告。