MathematicalMarketing Slide 4b.1 Distributions Chapter 4: Part b – The Multivariate Normal Distribution We will be discussing The Multivariate Normal Distribution Other Distributions (These topics are needed for Chapters 5)
MathematicalMarketing Slide 4b.2 Distributions The Multivariate Normal Function According to the multivariate density function, the probability that the random vector x = [x 1 x 2 ··· x p ]′ takes on a particular set of values is given by The analogous distribution function is given by
MathematicalMarketing Slide 4b.3 Distributions Bivariate Normal with Three Values of = 0.0 = 0.4 = 0.6
MathematicalMarketing Slide 4b.4 Distributions The 2 Distribution The Chi Square Is a Sum of Squared Z scores: Pr( 2 ) It approaches normality as df gets large:
MathematicalMarketing Slide 4b.5 Distributions Student’s t Distribution The t is analogous to the normal but with 2 unknown. It approaches normality also as the df gets large.
MathematicalMarketing Slide 4b.6 Distributions The F Distribution The F is a ratio of Chi Squares. The t is an F 2 with 1 df in the numerator.