Measure Theory and Probability
Module VI: Continuity Theorem
Dr. Arindom Chakraborty
October 31, 2015
Objectives
I Concept of continuity for a sequence of sets
I Continuity theorem of measure and Probability
Objectives
I Concept of continuity for a sequence of sets
I Continuity theorem of measure and Probability
Statement
I Let λbe an additive set function defined on (Ω,F). Then
1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A)
(λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below
3. λis continuous from below⇒λis σ−additive 4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Statement
I Let λbe an additive set function defined on (Ω,F). Then 1. λisσ−additive =⇒forAn∈ F ↑n,
limλ(An) =λ(limAn) =λ(∪∞n=1An) =λ( ¯A) (λis continuous from below)
2. λisσ−additive =⇒forAn∈ F ↓n, λ(A1)<∞ limλ(An) =λ(limAn) =λ(∩∞n=1An) =λ(A) (λis continuous from above)
λis continuous≡λis continuous from above and below 3. λis continuous from below⇒λis σ−additive
4. λis finite and continuous atφ⇒λisσ−additive
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞ n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞ n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An]
λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An)
λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 1. LetAn↑n
LetBi = AC1AC2...ACi−1Ai, then ∪∞i=1Ai=∪∞i=1Bi
λ(∪∞i=1Ai) = λ(∪∞i=1Bi) =λ(∪∞i=1AC1AC2...ACi−1Ai)
=
∞
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞
n
X
i=1
λ(AC1AC2...ACi−1Ai)
= lim
n→∞λ(∪ni=1AC1AC2...ACi−1Ai)[λisσ−additive]
= lim
n→∞λ(∪ni=1Ai) = lim
n→∞λ(An) 2. LetAn↓ndefineBn=A1−An,↑n
λ(∪∞i=1Bi) = lim
n→∞λ(Bn)[ by previous result ]
= lim
n→∞λ(A1−An)[A1= (A1−An)∪An] λ(∪∞i=1(A1−Ai)) = λ(A1)− lim
n→∞λ(An) λ(A1)−λ(∩∞i=1Ai) = λ(A1)− lim
n→∞λ(An)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn=∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞ n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn)
= lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞ n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞ n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞
n
X
i=1
λ(Ai)[λis additive ]
=
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞
n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0
LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞
n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞
n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)
Proof
I 3. Let A1,A2, ...,An∈ F be a sequence of pairwise disjoint sets. Define
Bn=∪ni=1Ai ↑n. Then
limn→∞Bn=∪∞n=1Bn =∪∞i=1Ai
λ(∪∞i=1Ai) = λ( lim
n→∞Bn) = lim
n→∞λ(Bn)[λcontinuous from below ]
= lim
n→∞λ(∪ni=1Bi) = lim
n→∞
n
X
i=1
λ(Ai)[λis additive ] =
∞
X
i=1
λ(Ai)
I 4. Let Bn↓φ. Then
limn→∞λ(Bn) =λ(limn→∞Bn) =λ(φ) = 0 LetAi ∩Aj =φ. DefineBn= ¯A−(∪ni=1Ai)↓n
n→∞lim λ(Bn) =λ( lim
n→∞Bn) = 0
⇔ lim
n→∞λ( ¯A−(∪ni=1Ai)) = λ( lim
n→∞( ¯A−(∪ni=1Ai)))
⇔ lim
n→∞[λ( ¯A)−λ(∪ni=1Ai)] = 0⇔λ( ¯A) = lim
n→∞ n
X
i=1
λ(Ai)