Ex 1.4: Suppose n observations X1, X2,..., Xn have mean μ, variance σ², and cor(Xi, Xi+1) = p for all i. All other correlations equal zero. (a) If show that X = n n Σχε var (X) = (1 + n 2(n−1)p). (b) Deduce that if p > 0 the confidence interval for μ will be wider than in the case with {X+} independent. What happens if p < 0? Hints: (1) Recall that n n var(X) = ΣΣ cov(Xi, Xj). i=1 j=1 How many terms have i = j? How many have i - j = ±1? (2) Recall that cov(Xi, X;) = cor(Xi, X;)√/var(X;) var(X;).

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
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Chapter10: Statistics
Section10.1: Measures Of Center
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Ex 1.4: Suppose n observations X1, X2,..., Xn have mean μ, variance σ², and cor(Xi, Xi+1) = p for
all i. All other correlations equal zero.
(a) If
show that
X
=
n
n
Σχε
var (X) = (1 +
n
2(n−1)p).
(b) Deduce that if p > 0 the confidence interval for μ will be wider than in the case with {X+}
independent. What happens if p < 0?
Hints:
(1) Recall that
n n
var(X)
=
ΣΣ cov(Xi, Xj).
i=1 j=1
How many terms have i = j? How many have i - j = ±1?
(2) Recall that cov(Xi, X;) = cor(Xi, X;)√/var(X;) var(X;).
Transcribed Image Text:Ex 1.4: Suppose n observations X1, X2,..., Xn have mean μ, variance σ², and cor(Xi, Xi+1) = p for all i. All other correlations equal zero. (a) If show that X = n n Σχε var (X) = (1 + n 2(n−1)p). (b) Deduce that if p > 0 the confidence interval for μ will be wider than in the case with {X+} independent. What happens if p < 0? Hints: (1) Recall that n n var(X) = ΣΣ cov(Xi, Xj). i=1 j=1 How many terms have i = j? How many have i - j = ±1? (2) Recall that cov(Xi, X;) = cor(Xi, X;)√/var(X;) var(X;).
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