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CPS2202 Oladugba Abimibola Victoria et al.
                       ∑     2
                   =   =1                                                      (6)
                        −1
                  Where
                                2                
                   =  √    − √( − 1) −               (7)
                         (  −1) 
                   
                                         
                                                 2
                          1
                   = 2 +                                                       (8)
                           
                                                                ℎ
                    = the unbiased estimate of variance for the   subgroup;   = sample size
                   2
                                                                              
                   
                  of the   subgroup; MSE = pooled within group error variance
                         ℎ
                  Hartley Test or Fmax Test (HF): The test statistic is just a simple ratio between
                  the largest subgroup variance and the smallest:
                          2
                          
                     =                                                      (9)
                          2
                           
                  A table of values created by Hartley evaluates the test statistic with degrees of
                  freedom  of  k  and  − 1 (if  all  the  groups  have  the  same  size).  When  the
                                      
                  groups have slightly different sample sizes, the harmonic mean may serve as
                  the adjusted sample size n Zhang (1998).
                                     
                  Harmonic mean =                                           (10)
                                    ∑  −1
                                      
                  Cochran’s G Test (CG): The test statistics is:
                           2
                           
                       =                                                        (11)
                          
                                   2
                            ∑(  − ̅ )
                     =  −                                             (12)
                   2  = maximum variance; k = number of groups; N = number of all sample
                  sizes

                  3.  Result
                      The summary of the results from the analysis for one-way and two-way
                  ANOVA are shown in Tables 1, 2, 3 and 4 for the seven HOV test considered.
                  Table 1: Type I error rates summary for One-way ANOVA: Minimum and maximum empirical
                  Type I error rates and number of times the Type I error rates was rejected when it is true
                    Equal sample       Normal Distribution          Non-normal Distribution
                        size
                        Test     Minimum   Maximum    Number   Minimum    Maximum    Number
                                 empirical   empirical   of times   empirical   empirical   of times
                                  Type I   Type I error   Type I   Type I error   Type I error   Type I
                                   error             error was                       error was
                                                      rejected                       rejected
                      Bartlett    0.075     0.969       0        0.010      0.870       4
                      Levene      0.057     0.783       0        0.040      0.680       3
                   Brown-Forsythe   0.237   0.960       0        0.140      0.980       0
                      O’Brien     0.140     0.807       0        0.036      0.780       1
                     Z-variance   0.203     0.776       0        0.024      0.591       4
                    Hartley F-max   0.384   0.789       0        0.011      0.441       2
                     Cochran’s G   0.731    0.750       0        0.009      0.485       3



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