Algebra of expectation and variance (continued):
(see Handout)
Correction: in proof of (5), right hand
column: Let yjP(Y=yj) = bj, not yj
=
P(Y=yj) = bj
(Ash Ch. 7, pp. 220-235)
--Proof of E (X+Y) = E(X) + E(Y), handout.
--#E, Day 19: E(X(X-1)) = E(X2-X) =E(X2)-E(X)
--E(X(X-1)) for Geometric dist.
VarX = E(X2) - (E(X))2 (We can turn this around and find E(X2) from VarX and E(X))
If X and Y are independent, then E(X · Y) = E(X) · E(Y)
Monday after break:
Cov(X, Y) = E[(X-E(X))
· (Y-E(Y))]
(def.) = E(X · Y) - E(X) · E(Y)
Var(X+Y) = Var(X) + Var(Y)
+ 2Cov(X, Y) (a cov term for every pair, if summing
more than 2)
If X and Y are independent, Cov(X,Y) = 0, and we get our familiar
Var sum.
Correlation "rho"of X, Y is
Cov "standardized" by dividing by both standard deviations (p. 235).
is Theoretical version of correlation coefficient r.
I'll go over variance of Hypergeometric, with
handout.
~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
(Re)Read Ash pp. 220-235 (ignore
anything with integral signs)
HW: from list on bottom
of Algebra handout; repeated here.
Due Monday after break: these + the
last day's list. (except for the yellow ones, #8, 13,14)
p. 233 #10
A. Show how to find Var(X) if you know E(X(X-1))
and E(X). (Hint: use (3),p.225, the results from problem E, Day19, and
simple algebra.)
B. Use your result from Day 19, #D, and
#A just above, to find the variance of the Poisson.
#8,13,14 with Monday's
#8 (Note that if E(XY) = E(X)E(Y), then.
Cov(X,Y) = 0. Use this & your results from p.223#14)
#13, #14 (finding Covariances by brute force)
#19a Var for geometric = q/p2 Part
will be done in class, + #A
# 19b Var for neg. binomial. Use
the fact that Var of geometric is q/p2, and the "trick" of p.
82 of looking at the neg. binomial as the sum of k independent geometric
random variables. (You may do it for k = 3, as p. 82 does.)
Continue to fill out your Named distribution sheet. You've now
proved or should have read the proofs for:
Binomial (Mean and Variance)
Geometric (Mean: 3 ways--2 in class,
1 on p. 81) #19a above
Hypergeometric (Mean, p. 80--same
as Binomial. Checked in an example)
Poisson (Mean: in class, also p.
76) #B above
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