Page 7 - Applied Statistics Using SPSS, STATISTICA, MATLAB and R
P. 7

viii    Contents


                  2.3.4   Measures of Association for Continuous Variables.....................66
                  2.3.5   Measures of Association for Ordinal Variables...........................69
                  2.3.6   Measures of Association for Nominal Variables.........................73
           Exercises.................................................................................................................77


           3  Estimating Data Parameters                                    81

           3.1    Point Estimation and Interval Estimation..................................................81
           3.2    Estimating a Mean ....................................................................................85
           3.3    Estimating a Proportion ............................................................................92
           3.4    Estimating a Variance...............................................................................95
           3.5    Estimating a Variance Ratio......................................................................97
           3.6    Bootstrap Estimation.................................................................................99
           Exercises...............................................................................................................107


           4  Parametric Tests of Hypotheses                               111

           4.1    Hypothesis Test Procedure......................................................................111
           4.2    Test Errors and Test Power.....................................................................115
           4.3    Inference on One Population...................................................................121
                  4.3.1   Testing a Mean ..........................................................................121
                  4.3.2   Testing a Variance.....................................................................125
           4.4    Inference on Two Populations ................................................................126
                  4.4.1   Testing a Correlation .................................................................126
                  4.4.2   Comparing Two Variances........................................................129
                  4.4.3   Comparing Two Means .............................................................132
           4.5    Inference on More than Two Populations..............................................141
                  4.5.1   Introduction to the Analysis of Variance...................................141
                  4.5.2   One-Way ANOVA ....................................................................143
                  4.5.3   Two-Way ANOVA ...................................................................156
           Exercises...............................................................................................................166



           5  Non-Parametric Tests of Hypotheses                           171
           5.1    Inference on One Population...................................................................172
                  5.1.1   The Runs Test............................................................................172
                  5.1.2   The Binomial Test.....................................................................174
                  5.1.3   The Chi-Square Goodness of Fit Test .......................................179
                  5.1.4   The Kolmogorov-Smirnov Goodness of Fit Test ......................183
                  5.1.5   The Lilliefors Test for Normality ..............................................187
                  5.1.6   The Shapiro-Wilk Test for Normality .......................................187
           5.2    Contingency Tables.................................................................................189
                  5.2.1   The 2×2 Contingency Table ......................................................189
                  5.2.2   The rxc Contingency Table.......................................................193
   2   3   4   5   6   7   8   9   10   11   12