Measure theory and independent sets

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Homework Help Overview

The discussion revolves around a problem in measure theory involving independent sets within a probability space defined by a set, a σ-field, and a probability measure. The original poster is tasked with demonstrating the independence of certain sets given their membership in a specific subfield.

Discussion Character

  • Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • The original poster questions the definition of the smallest subfield containing a given collection of sets, suggesting it may simply be a set containing those sets and the empty set. Other participants clarify the distinction between elements and subsets in this context, emphasizing the need for a proper understanding of σ-fields and subfields.

Discussion Status

The discussion is ongoing, with participants exploring the definitions and properties of σ-fields and subfields. Some guidance has been provided regarding the nature of collections of sets, but no consensus has been reached on the original poster's interpretation of the problem.

Contextual Notes

Participants are addressing potential misunderstandings related to set theory terminology and the specific requirements for a collection to qualify as a σ-field. The original poster's assumptions about the smallest subfield are under scrutiny, indicating a need for further clarification of foundational concepts.

aresnick
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Homework Statement


Let [tex]\mathscr{X}[/tex] be a set, [tex]\mathscr{F}[/tex] a [tex]\sigma-[/tex]field of subsets of S, and [tex]\mu[/tex] a probability measure on [tex]\mathscr{F}[/tex]. Suppose that [tex]A_{1},\ldots,A_{n}[/tex] are independent sets belonging to [tex]\mathscr{F}[/tex]. Let [tex]\mathscr{F}_{k}[/tex] be the smallest subfield of [tex]\mathscr{F}[/tex] containing [tex]A_{1}, \ldots, A_{k}[/tex]. Show that if [tex]A \in \mathscr{F}_{k}[/tex], then [tex]A, A_{k+1}, \ldots, A_{n}[/tex] are indepdendent.

Homework Equations


Two sets are independent iff [tex]\mu(A \cap B) = \mu(A)\mu(B)[/tex].

The Attempt at a Solution


Really, my question here is what the smallest field is. It seems that, given a set [tex]\mathscr{X}[/tex], the smallest field [tex]\mathscr{F}_{s}[/tex] containing it is simply [tex]\left\{\emptyset, \{ \mathscr{X}\}\right\}[/tex]. Am I just crazy?
 
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It asks you to find the smallest subfield containing A1, ..., Ak. If someone asks you for the smallest natural greater than 10, the answer is 11, even if 0 is the smallest natural.
 
AKG said:
It asks you to find the smallest subfield containing A1, ..., Ak. If someone asks you for the smallest natural greater than 10, the answer is 11, even if 0 is the smallest natural.

But I'm suggesting that the smallest set that contains [tex]A_{1} \ldots A_{k}[/tex] is simply a set containing [tex]\left\{A_{1} \ldots A_{k}\right\}[/tex] and the empty set (since every set must contain the empty set). It just seemed like a very simple object, in that case.

Does that make sense?
 
aresnick said:
But I'm suggesting that the smallest set that contains [tex]A_{1} \ldots A_{k}[/tex] is simply a set containing [tex]\left\{A_{1} \ldots A_{k}\right\}[/tex] and the empty set (since every set must contain the empty set). It just seemed like a very simple object, in that case.

Does that make sense?
No.

First of all, do you recognize the difference between

[tex]A_1 \in \{ A_1, \dots , A_k\}[/tex]

and

[tex]A_1 \subset \{ A_1 ,\dots ,A_k \}[/tex]

The first line is always true, the second is usually not. {A1, ..., Ak} is a set, but it's elements aren't just any elements, they are sets too! It is a set of sets. Normally, to avoid confusion, we like to say "collection of sets" instead of "set of sets," but they mean the same thing. The things Ai are also sets, but their elements will be elements of X. So Ai is a subset of X, {A1, ..., Ak} is a collection/set of subsets of X, i.e. {A1, ..., Ak} is an element of the power set of X.

Another point of confusion might be the word "contain." Does "x contains y" mean [itex]y \in x[/itex] or [itex]y \subset x[/itex]. It could mean either, depending on the context. So note the following:

[tex]A_1 \in \{ A_1 ,\dots , A_k\}[/tex]
An element of a collection of sets is a set.

[tex]A_1 \not\subset \{ A_1 ,\dots , A_k\}[/tex]
(except in some weird situations that don't concern us here)

[tex]\{ A_1, A_2 \} \subset \{ A_1 ,\dots , A_k\}[/tex]
[tex]\{ A_1\} \subset \{ A_1 ,\dots , A_k\}[/tex]
A subset of a collection of sets is itself a collection of sets.

[tex]\{ A_1 \} \notin \{ A_1 ,\dots , A_k\}[/tex]
(except in weird situations)

So the question gives you a set X. To make things very clear, we will use lower case roman letters when denoting elements of X, like x. We will use upper case roman letters when denoting subsets of X, like Y. We will use capital script letters when denoting collections of subsets of X, like [itex]\mathcal{F}[/itex]. So we have:

[tex](X, \mathcal{F} , \mu )[/tex]

our probability space. It then says that for i = 1, ..., n:

[tex]A_i \in \mathcal{F}[/tex]

with the Ai being independent. You want to consider the subfield (not just any old subcollection) [itex]\mathcal{F}_k \subset \mathcal{F}[/itex] such that for all i = 1, ..., k:

[tex]A_i \in \mathcal{F}_k[/tex]

with [itex]\mathcal{F}_k[/itex] as small as possible. Note that [itex]\mathcal{F} \subset \mathcal{F}[/itex] and for all i = 1, ..., k:

[tex]A_i \in \mathcal{F}[/tex]

but [itex]\mathcal{F}[/itex] is generally not the smallest.

So what is the smallest subfield of [itex]\mathcal{F}[/itex] the contains A1 through Ak? It's probably not going to be {A1, ..., Ak} because although that is a collection of sets, it is probably not an [itex]\sigma[/itex]-field. An [itex]\sigma[/itex]-field is a special kind of collection.

[tex]\{ \emptyset , A_1 ,\dots , A_k \}[/tex]

is probably not a subfield either. In order to figure out what [itex]\mathcal{F}_k[/itex] should be, you need to first make sure you understand the meaning of [itex]\sigma[/itex]-field and subfield. Come back when you know those definitions and you've absorbed the above.
 

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