Page 174 - DMTH404_STATISTICS
P. 174

Statistics



                      Notes         12.8 Review Questions


                                    1.   Let X be a discrete random variable having a Bernoulli distribution. Its support R  is
                                                                                                           X
                                                                      R  = <0, 1>
                                                                       X
                                         and its probability mass function p (x) is
                                                                     X

                                                                         p  if x   1
                                                                       
                                                                          
                                                                 p (x)   1 p if x   0
                                                                   X
                                                                       
                                                                                
                                                                         0  if x R  X
                                         where p  (0, 1) is a constant. Derive the moment generating function of X, if it exists.
                                    2.   Let X be a discrete random variable having a Bernoulli distribution. Its support R  is
                                                                                                           X
                                                                      R  = <0, 1>
                                                                       X
                                         and its probability mass function p (x) is
                                                                     X
                                                                         p  if x   0
                                                                       
                                                                          
                                                                 p (x)   1 p if x   1
                                                                   X
                                                                         0  if x R
                                                                                
                                                                                  X
                                         where p  (0, 1) is a constant. Derive the moment generating function of X, if it exists.
                                    3.   Let X be a random variable with moment generatinf function
                                                                         1
                                                                  M (t) =  1 exp(t)  
                                                                    X    3
                                         Derive the variance of X.
                                    4.   Let X be a random variable with moment generatinf function

                                                                         4
                                                                  M (t) =  1 exp(t)  
                                                                    X    3
                                         Derive the variance of X.
                                    5.   A random variable X is said to have a Chi-square distribution with n degrees of freedom
                                                                                      1
                                         if its moment generating function is defined for any  t    and it is equal to:
                                                                                      2
                                                                    M (t) = (1 – 3t) -n/2
                                                                     X
                                    Answers: Self  Assessment

                                    1. (d) 2.  (a)  3.  (b)  4.  (c)















            166                              LOVELY PROFESSIONAL UNIVERSITY
   169   170   171   172   173   174   175   176   177   178   179