第一部分  数据管理与软件入门

 

第一章  数据分析概述与软件入门········································································

1.1  SPSS软件概述..................................................................................................

1.1.1  软件的基本特点............................................................................................................................

1.1.2  SPSSClient/Server结构............................................................................................................

1.1.3  SPSS的模块式结构.......................................................................................................................

1.1.4  SPSS的安装...................................................................................................................................

1.2  SPSS操作入门..................................................................................................

1.2.1  SPSS软件的启动与退出...............................................................................................................

1.2.2  SPSS的五个窗口...........................................................................................................................

1.2.3  SPSS的四种运行方式...................................................................................................................

1.2.4  SPSS的四种结果输出...................................................................................................................

1.2.5  SPSS的帮助系统...........................................................................................................................

1.3  数据分析概述....................................................................................................

1.3.1  数据分析方法论介绍....................................................................................................................

1.3.2  SPSS系列产品对数据分析流程的支持.......................................................................................

1.3.3  本书内容介绍................................................................................................................................

第二章  数据录入与数据获取················································································

2.1  数据格式概述....................................................................................................

2.1.1  统计软件中数据的录入格式........................................................................................................

2.1.2  变量属性介绍................................................................................................................................

2.2  数据的直接录入................................................................................................

2.2.1  操作界面说明................................................................................................................................

2.2.2  开放题和简单单选题的录入........................................................................................................

2.2.3  多选题的录入................................................................................................................................

2.3  外部数据的获取................................................................................................

2.3.1  电子表格数据如何导入SPSS..................................................................................................

2.3.2  文本数据如何导入SPSS..........................................................................................................

2.3.3  数据库格式数据如何导入SPSS..............................................................................................

2.4  数据的保存.......................................................................................................

2.4.1  存为SPSS格式..............................................................................................................................

2.4.2  存为其他数据格式........................................................................................................................

第三章  数据管理····································································································

3.1  变量级别的数据管理.........................................................................................

3.1.1  计算新变量....................................................................................................................................

3.1.2  对变量值进行分组合并................................................................................................................

3.1.3  连续变量的可视化分段................................................................................................................

3.1.4  将字符变量转换为数值变量........................................................................................................

3.1.5  变量的编秩....................................................................................................................................

3.1.6  Transform菜单中的其他功能......................................................................................................

3.2  文件级别的数据管理(一)...............................................................................

3.2.1  记录排序........................................................................................................................................

3.2.2  记录拆分........................................................................................................................................

3.2.3  记录筛选........................................................................................................................................

3.2.4  记录加权........................................................................................................................................

3.2.5  数据汇总........................................................................................................................................

3.3  文件级别的数据管理(二)...............................................................................

3.3.1  数据字典的定义与应用................................................................................................................

3.3.2  查找重复记录................................................................................................................................

3.3.3  数据文件的重新排列与转置........................................................................................................

3.3.4  多个数据文件的合并....................................................................................................................

 

第二部分  统计描述与统计图表

 

第四章  连续变量的统计描述与参数估计···························································· (样章下载

4.1  连续变量的统计描述概述..................................................................................

4.1.1  统计描述中可用的工具................................................................................................................

4.1.2  连续变量的统计描述指标体系....................................................................................................

4.1.3  SPSS中的相应功能.......................................................................................................................

4.2  集中趋势的描述指标.........................................................................................

4.2.1  算术均数........................................................................................................................................

4.2.2  中位数............................................................................................................................................

4.2.3  其他集中趋势描述指标................................................................................................................

4.3  离散趋势的描述指标.........................................................................................

4.3.1  全距................................................................................................................................................

4.3.2  方差和标准差................................................................................................................................

4.3.3  百分位数、四分位数与四分位间距............................................................................................

4.3.4  变异系数........................................................................................................................................

4.4  连续变量统计描述实例......................................................................................

4.4.1  数据背景介绍................................................................................................................................

4.4.2  使用Explorer过程进行分析.........................................................................................................

4.4.3  使用其它过程进行分析................................................................................................................

4.5  连续变量的参数估计.........................................................................................

4.5.1  正态分布........................................................................................................................................

4.5.2  参数的点估计................................................................................................................................

4.5.3  参数的区间估计............................................................................................................................

第五章  分类变量的统计描述与参数估计····························································

5.1  分类变量的统计描述概述..................................................................................

5.1.1  分类变量的统计描述指标体系....................................................................................................

5.1.2  分类变量的联合描述....................................................................................................................

5.1.3  SPSS中的相应功能.......................................................................................................................

5.2  分类变量统计描述实例......................................................................................

5.2.1  使用Frequencies过程输出频数表...............................................................................................

5.2.2  使用Crosstabs过程输出列联表..................................................................................................

5.3  多选题的统计描述.............................................................................................

5.3.1  多选题的描述指标体系................................................................................................................

5.3.2  分析实例........................................................................................................................................

5.4  分类变量的参数估计.........................................................................................

5.4.1  二项分布的参数估计....................................................................................................................

5.4.2  其他分布类型简介........................................................................................................................

第六章  数据的报表呈现(上)············································································

6.1  SPSS报表概述..................................................................................................

6.1.1  SPSS中的报表功能.......................................................................................................................

6.1.2  报表的基本绘制步骤....................................................................................................................

6.2  表格入门...........................................................................................................

6.2.1  表格的基本框架............................................................................................................................

6.2.2  表头、数据区与汇总项................................................................................................................

6.2.3  单元格的数据类型........................................................................................................................

6.2.4  几种基本表格类型........................................................................................................................

6.3  Original Tables模块制表.................................................................................

6.3.1  功能简介........................................................................................................................................

6.3.2  Basic Tables过程...........................................................................................................................

6.3.3  General Tables过程........................................................................................................................

第七章  数据的报表呈现(下)············································································

7.1  Custom Table模块自由制表...........................................................................

7.1.1  操作主界面....................................................................................................................................

7.1.2  简单分析实例................................................................................................................................

7.1.3  其他选项卡功能............................................................................................................................

7.2  表格的编辑.......................................................................................................

7.2.1 基本编辑操作................................................................................................................................

7.2.2 主要编辑菜单功能介绍................................................................................................................

7.2.3  表格属性的详细设置....................................................................................................................

7.3  表格高级应用技术.............................................................................................

7.3.1  模板技术........................................................................................................................................

7.3.2  在报告中直接使用SPSS表格......................................................................................................

7.3.3  如何解决表格的中文兼容问题....................................................................................................

7.3.4  宏技术与OMS系统简介.............................................................................................................

第八章  数据的图形展示(上)············································································

8.1  统计图概述.......................................................................................................

8.1.1  统计图的基本结构........................................................................................................................

8.1.2  统计图的种类................................................................................................................................

8.1.3  SPSS12的常规统计图功能简介...................................................................................................

8.1.4  交互式绘图简介............................................................................................................................

8.2  直方图与茎叶图................................................................................................

8.2.1  常规图中的直方图........................................................................................................................

8.2.2  直方图的编辑................................................................................................................................

8.2.3  用交互图绘制累积直方图与直方图组........................................................................................

8.2.4  茎叶图............................................................................................................................................

8.3    ..............................................................................................................

8.3.1  常规图中的箱图............................................................................................................................

8.3.2  箱图的编辑....................................................................................................................................

8.4    ..............................................................................................................

8.4.1  常规图中的简单饼图....................................................................................................................

8.4.2  饼图的编辑....................................................................................................................................

8.4.3  用交互图绘制复式饼图和散点饼图............................................................................................

8.5    ..............................................................................................................

8.5.1  简单条图........................................................................................................................................

8.5.2  复式条图、分段条图与百分条图的绘制....................................................................................

8.5.3  条图的编辑....................................................................................................................................

8.5.4  用交互图绘制带误差线的条图....................................................................................................

第九章  数据的图形展示(下)············································································

9.1  线  ..............................................................................................................

9.1.1  简单线图........................................................................................................................................

9.1.2  多线图、垂线图与对数线图........................................................................................................

9.1.3  线图的编辑....................................................................................................................................

9.1.4  交互式点图、线图、条带图与垂线图........................................................................................

9.2  散点图..............................................................................................................

9.2.1  简单散点图....................................................................................................................................

9.2.2  散点图矩阵与重叠散点图............................................................................................................

9.2.3  三维散点图....................................................................................................................................

9.2.4  散点图的编辑................................................................................................................................

9.3  其它统计图.......................................................................................................

9.3.1  PP图和QQ...............................................................................................................................

9.3.2  ROC曲线.......................................................................................................................................

9.3.3  面积图............................................................................................................................................

9.3.4  Pareto.........................................................................................................................................

9.3.5  误差图............................................................................................................................................

9.3.6  控制图............................................................................................................................................

9.3.7  高低图............................................................................................................................................

9.3.8  时间序列分析中使用的图形........................................................................................................

9.4  交互式统计图的编辑.........................................................................................

9.4.1  编辑界面概述................................................................................................................................

9.4.2  图形管理员....................................................................................................................................

9.4.3  变量的重新分配............................................................................................................................

9.4.4  Utility工具栏的其他选项............................................................................................................

9.5  SPSS绘图中的注意事项....................................................................................

9.5.1  汉字兼容性问题的解决................................................................................................................

9.5.2  默认图形格式的更改....................................................................................................................

9.5.3  图形模板的应用............................................................................................................................

 

第三部分  常用假设检验方法

 

第十章  分布类型的检验························································································

10.1  假设检验的基本思想.......................................................................................

10.1.1  问题的提出..................................................................................................................................

10.1.2  假设检验的基本思想..................................................................................................................

10.1.3  假设检验的两类错误..................................................................................................................

10.1.3  假设检验中的其它问题..............................................................................................................

10.2  正态分布检验..................................................................................................

10.2.1  K-S检验的原理...........................................................................................................................

10.2.2  分析实例......................................................................................................................................

10.3  二项分布检验..................................................................................................

10.3.1  二项分布检验的原理..................................................................................................................

10.3.2  分析实例......................................................................................................................................

10.4  游程检验.........................................................................................................

10.4.1  游程检验的原理..........................................................................................................................

10.4.2  分析实例......................................................................................................................................

10.5  本章小结.........................................................................................................

第十一章  连续变量的统计推断(一)――t检验··············································

11.1  t检验基础.......................................................................................................

11.2  样本均数与总体均数的比较.............................................................................

11.2.1  分析实例......................................................................................................................................

11.2.2 单样本t检验中的其他问题.......................................................................................................

11.3  成组设计两样本均数的比较.............................................................................

11.3.1  方法原理......................................................................................................................................

11.3.2  分析实例......................................................................................................................................

11.3.3  适用条件与方差齐性检验..........................................................................................................

11.4  配对设计样本均数的比较.................................................................................

11.4.1  方法原理......................................................................................................................................

11.4.2  分析实例......................................................................................................................................

11.5  本章小结.........................................................................................................

第十二章  连续变量的统计推断(二)――单因素方差分析····························

12.1  方差分析入门..................................................................................................

12.1.1  为什么要进行方差分析..............................................................................................................

12.1.2  方法原理......................................................................................................................................

12.1.3  单因素方差分析的应用条件......................................................................................................

12.1.4  单因素方差分析的SPSS实现....................................................................................................

12.2  均数间的多重比较...........................................................................................

12.2.1  直接校正检验水准......................................................................................................................

12.2.2  专用的两两比较方法..................................................................................................................

12.2.3  两两比较方法的选择策略..........................................................................................................

12.2.4  多重比较结果出现矛盾时的解释..............................................................................................

12.2.5  分析实例......................................................................................................................................

12.3  各组均数的精细比较.......................................................................................

12.3.1  方法原理......................................................................................................................................

12.3.2  分析实例......................................................................................................................................

12.3.3  事先计划的比较..........................................................................................................................

12.4  组间均数变化的趋势检验................................................................................

12.5  本章小结.........................................................................................................

第十三章  有序分类变量的统计推断――非参数检验········································

13.1 非参数检验概述................................................................................................

13.1.1 非参数检验的意义........................................................................................................................

13.1.2 非参数检验预备知识....................................................................................................................

13.2  两个配对样本的非参数检验.............................................................................

13.2.1  方法原理......................................................................................................................................

13.2.2  分析实例......................................................................................................................................

13.2.3  确切概率的计算..........................................................................................................................

13.3  两个独立样本的非参数检验.............................................................................

13.3.1  Mann-whitney U检验.................................................................................................................

13.3.2  分析实例......................................................................................................................................

13.3.3  其他两样本非参数检验方法......................................................................................................

13.4  多个独立样本的非参数检验.............................................................................

13.4.1  方法原理......................................................................................................................................

13.4.2  分析实例......................................................................................................................................

13.2.3  多个样本的两两比较..................................................................................................................

13.5  多个相关样本的非参数检验.............................................................................

13.5.1  Friedman检验..............................................................................................................................

13.5.2  分析实例......................................................................................................................................

13.5.4  Kendall协和系数检验与Cochran检验......................................................................................

13.6 秩变换分析方法..............................................................................................

13.6.1 原理简介......................................................................................................................................

13.6.2 应用实例......................................................................................................................................

13.7  本章小结.........................................................................................................

第十四章  无序分类变量的统计推断――卡方检验············································

14.1  卡方检验基础..................................................................................................

14.1.1  卡方检验原理..............................................................................................................................

14.1.2  卡方值的计算与意义..................................................................................................................

14.1.3  卡方分布......................................................................................................................................

14.2  拟合问题:样本率与已知总体率的比较...........................................................

14.2.1  分析实例......................................................................................................................................

14.2.2  检验方法的SPSS实现................................................................................................................

14.2.4  单样本卡方检验的其它话题......................................................................................................

14.3  相关问题:两(多)个率/构成比的比较........................................................

14.3.1  分析实例......................................................................................................................................

14.3.2  检验方法的SPSS实现................................................................................................................

14.3.3 多样本卡方检验的其它话题........................................................................................................

14.4  两分类变量间关联程度的度量.........................................................................

14.4.1  相对危险度与优势比..................................................................................................................

14.4.2  分析实例......................................................................................................................................

14.5  一致性检验与配对卡方检验.............................................................................

14.5.1  Kappa一致性检验......................................................................................................................

14.5.2  配对卡方检验..............................................................................................................................

14.6  分层卡方检验..................................................................................................

14.7  本章小结.........................................................................................................

第十五章  相关分析与回归分析············································································

15.1  相关分析简介..................................................................................................

15.1.1  相关分析的指标体系..................................................................................................................

15.1.2  一些基本概念..............................................................................................................................

15.1.3  SPSS中的相应功能.....................................................................................................................

15.2  简单相关分析..................................................................................................

15.2.1  方法原理......................................................................................................................................

15.2.2  分析实例......................................................................................................................................

15.2.3  秩相关系数..................................................................................................................................

15.2.4  Kendall's等级相关系数...............................................................................................................

15.3  偏相关分析.....................................................................................................

15.3.1  方法原理......................................................................................................................................

15.3.2  分析实例......................................................................................................................................

15.4  Distance过程...................................................................................................

15.4.1  距离测量与相似性测量的指标体系..........................................................................................

15.4.2  分析实例......................................................................................................................................

15.5  简单回归分析..................................................................................................

15.5.1  方法原理......................................................................................................................................

15.5.2  分析实例......................................................................................................................................

15.5.3  相关与回归分析的联系和区别..................................................................................................

15.6  本章小结.........................................................................................................

 

附录1  SPSS 13版新增功能介绍.............................................................................. (样章下载

附录2  SPSS函数一览表.........................................................................................

附录各种情形下最常用统计检验方法索引............................................................

附录统计术语英汉名词对照表.............................................................................