Page 62 - DMTH404_STATISTICS
P. 62

Statistics                                                    Sachin Kaushal, Lovely Professional University



                      Notes                      Unit 5: Functions of Random Variables




                                       CONTENTS

                                       Objectives
                                       Introduction
                                       5.1  Function of Two Random Variables
                                           5.1.1 Direct Method

                                           5.1.2 Transformation Approach
                                       5.2  Functions of More than Two Random Variables
                                       5.3  Summary
                                       5.4  Keywords

                                       5.5  Self Assessment
                                       5.6  Review Questions
                                       5.7  Further Readings



                                    Objectives


                                    After studying this unit, you will be able to:
                                        Discuss the functions of random variables
                                        Describe the transformation approach

                                    Introduction

                                    In the last unit, we have introduced bivariate distributions and multivariate distributions. Most
                                    of the times we would like to know the probabilistic  behaviour of a function g(X,Y) of  the
                                    random vector (X,Y). The function g could be either the sum X+Y or the max (X,Y) or some other
                                    function depending on the phenomenon under study. We give two approaches for obtaining the
                                    distribution function of a function of two random variables. These distributions can be considered
                                    as distributions of functions of independent standard normal random variables. Properties of
                                    these distributions are investigated in detail.
                                    5.1 Function of Two Random Variables


                                    We shall talk about functions of two random variables and discuss methods for obtaining their
                                    distribution functions. Some of the important functions X which we shall consider are X + Y, XY,
                                     X
                                       , max (X,Y), |X-Y|.
                                     Y










            54                               LOVELY PROFESSIONAL UNIVERSITY
   57   58   59   60   61   62   63   64   65   66   67