Bolzano–Weierstrass theorem
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In real analysis, the Bolzano–Weierstrass theorem is an important theorem characterizing sequentially compact sets.
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[edit] Formal statement
A subset A of Rn is sequentially compact if and only if it is both closed and bounded.
[edit] Understanding the theorem
A set is sequentially compact if every sequence of points in the set has a convergent subsequence which converges to a point in that set. Intuitively, a sequence of points converges to a point if it becomes arbitrarily close to that point for elements of the set with large enough index.
A subsequence is a sequence that omits some members, for instance a2, a5, a13, ... Keep in mind that although we are taking away some members of the sequence, the number of elements in the subsequence is still infinite.
The sequence a1, a2, a3, ... is bounded if there exists a real number L such that the norm ||an|| is less than L for every index n. For the real numbers, the norm is just the absolute value function, and the concept can be illustrated graphically in 2 dimensions. If ai is plotted on a 2-dimensional graph, with i on the horizontal axis and the value on the vertical. The sequence then travels to the right as it progresses, and it is bounded if we can draw a horizontal strip which encloses all of the points.
A set is closed if every convergent sequence of points within the set converges to a point in the set. Note that this is not saying that every sequence within the set converges. While it may seem that every set must be closed by the above definition, this is in fact not the case. Consider the set of all points on the real line less than 1. Then clearly, we can define a sequence that approaches 1 arbitrarily closely, but never exceeds or equals 1. This sequence converges to 1. But 1 is not in the set, so this is an example of a set that is not closed. (It is actually open.)
[edit] Proof
In order to proceed with the proof, we first introduce a lemma.
[edit] Lemma
Every bounded sequence in Rn has a convergent subsequence.
Proof
It is easiest to prove the lemma first for the special case of the real numbers, and then generalize it to Rn using the first form of mathematical induction.
Let (an) be a bounded sequence in the real numbers. Using results from monotonicity, there exists a monotone subsequence . Since is bounded, the lowest upper bound axiom implies that converges.
Now, we prove the lemma for Rn by induction.
The case for n = 1 was just proved. Now, suppose that for every positive integer n, every bounded sequence in Rn has a convergent subsequence. To do a proof by induction, we must show that this implies that any bounded sequence in Rn+1 also has a convergent subsequence.
Let ak be a bounded sequence in Rn+1. Let xk be the final component of ak for every positive integer k. Thus, we can write ak as:
ak = (bk, xk)
Here, bk is the point in Rn which is just all but the final component of ak . So, we have two sequences: xk, a sequence of real numbers, and bk, a sequence in Rn. bk is a bounded sequence in Rn, so it has a convergent sequence by the induction assumption, which we will label . Using the same set of indices, we form a subsequence of xk, . We can then find a convergent subsequence of this, , since xk is a sequence of real numbers.
Since is a subsequence of the convergent sequence , also converges. We now have that both and are convergent sequences. By componentwise convergence, converges, and is thus a convergent subsequence of ak. This proves the lemma.
[edit] Proving the main theorem
Using the above lemma, we can now prove the main theorem. Note that since the theorem is an "if and only if" statement, we must prove it in both directions.
Proof First, we prove that a closed, bounded set is sequentially compact.
Let A be a closed, bounded subset of Rn. Let ak be an arbitrary sequence in A. Since A is bounded, ak must be bounded, so it follows from the lemma above that ak has a convergent subsequence, which we will label . Call the point which converges to a. Since is a sequence in Rn, and since A is a closed set, a must belong to A. This is precisely the statement that A is sequentially compact.
Now, the converse, namely that a sequentially compact set is closed and bounded. Let A be a sequentially compact set in Rn.
First, we will show that A is closed. Let ak be a sequence in A that converges to a in Rn. Every subsequence of ak must also converge to a. By the sequential compactness of A, a must be in A. Thus, A is closed.
Next, we show that A is bounded. We will prove this by contradiction. Suppose A is not bounded. Then, for any positive integer k, the norm of a is greater than k for some a in A. So, for each k, we can select an ak such that the norm of ak > k. By the sequential compactness of A, there exists a convergent subsequence of ak, which we will label . Then, the norm of each element in this sequence is greater than the index, kj. This means the sequence is unbounded, so it cannot be convergent. This is a contradiction, which proves that A is bounded.
Taking together everything that we have done, we see that the proof of the theorem is now complete.
[edit] Sketch of an alternate proof
The above proof is certainly not the only way to prove the theorem. Here is a sketch of an alternate proof (for the case of the real numbers). This proof, while conceptually simple, requires more mathematical insight and is perhaps more difficult than the above argument, which is considered to be straightforward.
- Start with a finite interval that contains all the an. Since the sequence is bounded, the interval ( -L, L ) which we have from the definition will do.
- Cut it into two halves. At least one half must contain an for infinitely many n.
- Then continue with that half and cut it into two halves, etc.
- This process constructs a sequence of intervals whose common element is the limit of a subsequence.
Since every subsequence of a convergent sequence converges, the proof can be generalized to bounded sequences in Rn using induction by considering one component at a time.
[edit] Generalizations
The theorem is closely related to the Heine–Borel theorem. A generalization of both theorems to arbitrary topological spaces is as follows:
A space is compact if and only if every net has a convergent subnet.
[edit] History
The Bolzano–Weierstrass theorem is named after mathematicians Bernhard Bolzano and Karl Weierstrass. It was actually first proved by Bolzano, but this proof was lost. It was re-proven by Weierstrass and became an important centerpiece of analysis. Later, it was discovered that Bolzano had in fact proved the theorem long before Weierstrass, hence the current name.
[edit] External link
[edit] References
- ↑ Fitzpatrick, Patrick M. (2006) Advanced Calculus (2nd ed.). Belmont, CA: Thompson Brooks/Cole. ISBN 0-534-37603-7.