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330                    Fundamentals of Probability and Statistics for Engineers

                                                          :
                                                             :
           Since d 2  < c 10, 0 05:  , we accept  normal distribution N(30 3, 3 14) at the 5% sig-
           nificance level.
             Let us remark that, since the parameter values were also estimated from the
           data, it is more appropriate to compare d 2 with a value somewhat smaller than
           0.41. In view of the fact that the value of d 2 is well below 0.41, we are safe in
           making the conclusion given above.



           REFERENCES

           Beard, L.R., 1962, Statistical  Methods in  Hydrology, Army Corps of Engineers, Sacra-
            mento, CA.

               Â e
           Cram  r,  H.,  1946,  Mathematical  Methods of  Statistics, Princeton  University  Press,

            Princeton, NJ.
           Fisher, R.A., 1922, ‘‘On the Interpretation of   2  from Contingency Tables, and Calcula-
            tions of P’’, J. Roy. Stat. Soc. 85 87–93.

           Fisher, R.A., 1924, ‘‘The Conditions under which   2  Measures the Discrepancy between
            Observation with Hypothesis’’, J. Roy. Stat. Soc. 87 442–476.

           Massey, F.J., 1951, ‘‘The Kolmogorov Test for Goodness of Fit’’, J. Am . Stat. Assoc. 46
            68–78.
           Pearson, K., 1900, ‘‘On a Criterion that a System of Deviations from the Probable in the
            Case of a Correlated System of Variables is such that it can be Reasonably Supposed
            to have Arisen in Random Sampling’’, Phil.  Mag. 50 157–175.

           FURTHER READING AND COMMENTS

           We have been rather selective in our choice of topics in this chapter. A number
           of important areas in hypotheses testing are not included, but they can be found
           in more complete texts devoted to statistical inference, such as the following:
           Lehmann, E.L., 1959, Testing  Statistical Hypotheses, John Wiley & Sons Inc. New York.


           PROBLEMS

           10.1 In the   2  test, is a hypothesized distribution more likely to be accepted at   ˆ :
                                                                          0 05
               than at   ˆ :
                        0 01? Explain your answer.
           10.2 To test whether or not a coin is fair, it is tossed 100 times with the following
               outcome: heads 41 times, and tails 59 times. Is it fair on the basis of these tosses at
               the 5% significance level?
           10.3 Based upon telephone numbers listed on a typical page of a telephone directory,
               test the hypothesis that the last digit of the telephone numbers is equally likely to be
               any number from 0 to 9 at the 5% significance level.
           10.4  The daily output of a production line is normally distributed with mean m ˆ  8000
               items and standard deviation    ˆ  1000 items. A second production line is set up,








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