Convergent sequence of functions?

In summary, the conversation discusses two types of convergence - pointwise and uniform - and their differences. It also explains the concept of Cauchy criterion and how it relates to convergence. The conversation touches on the idea of a function attaining its maximum and how it affects convergence. It concludes by providing examples of functions that converge pointwise but not uniformly.
  • #1
pivoxa15
2,255
1

Homework Statement


How do you show a sequence of functions in terms of n is convergent (in general)?




The Attempt at a Solution


Do you presuppose the value of the function say v then show d(fn,v)->0 for n large?

v is determined by looking at the sequence of functions and guessing what they may be approaching.

Is there an easier way?
 
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  • #2
I assume you're asking this purely out of curiosity so I'll just give the fact and not much of the details. If you want a more serious answer, just pick any real analysis book.

There are two types or "notions" of convergence that we can be interested in here: pointwise and uniform.

In pointwise, we fix x to say x0 and we look at the resulting numerical sequence {f_n(x0)}. This is a sequence like you know them. You can either guess the value to which it converge and prove that you're right with epsilon & N. Or, if you're only interested in knowing whether or not the sequence converge and not to its actual limit value is, you can try to find out whether or not the sequence is Cauchy.

In uniform, we wonder if there is a function f(x) to which the sequence {f_n(x)} converges pointwise for all values of x in some set, and does so "essentially as fast" at all points. A little more technically speaking, given an epsilon, we ask that there is an N such that FOR ALL x in the set, |f_n(x)-f(x)|<epsilon as soon as n>N. There is also a Cauchy criterion for uniform convergence and other criteria as well.
 
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  • #3
So all uniformly convergent functions are pointwise convergent?

There is a function with a max value in the limit that is non zero but the function as a whole for all x in the domain converges to f(x)=0. What do you make of that?

Does it mean its pointwise convergent since the max value occurs at the end of the domain.
 
  • #4
pivoxa15 said:
So all uniformly convergent functions are pointwise convergent?

yes

There is a function with a max value in the limit that is non zero but the function as a whole for all x in the domain converges to f(x)=0. What do you make of that?

that sentence doesn't make sense. A function cannot converge. A sequence converges. So let's say we have a sequence of functions f_n. Now you hav just said it converges without specifying which kind of convergence which means that

Does it mean its pointwise convergent since the max value occurs at the end of the domain.

doesn't make sense.

So, you're claiming to have a sequence f_n(x) that pointwise converges to f(x) which is the zero function.

Now, what does 'a function with a max value in the limit that is non-zero' mean?

Do you meant that that if we set S_n to be the sup(f_n(x)), then S_n does not converge to zero?

Certainly there are functions like that.
 
  • #5
matt grime said:
So, you're claiming to have a sequence f_n(x) that pointwise converges to f(x) which is the zero function.

Now, what does 'a function with a max value in the limit that is non-zero' mean?

Do you meant that that if we set S_n to be the sup(f_n(x)), then S_n does not converge to zero?

Certainly there are functions like that.

Yes that is what I mean. The thing is the non zero max value is in the domain of the function. i.e S_n(x) is non zero with x in the domain.

That is very unintutive. The whole sequence for every x goes to 0. i.e f_n converges to 0, however.
 
  • #6
First, the 'non-zero max value' is not in the domain of the function. Second, the maximal value need not exist: sup is not max. It is the Sup that you want to think about. Whether the function attains the sup is immaterial, and possibly causing you confusion.

The standard examples look something like this:

let f_n=x^n on the interval (0,1).

The Sup of f_n is 1 for all n (though it doesn't attain that value anywhere on the domain).

The pointwise limit is the zero function.

This is not the uniform limit. It does not converge in the uniform metric.
 
  • #7
Why isn't the 'non-zero max value' not in the domain of the function? It could be? i.e function is defined on [0,1] and max x occurs when x = n/(n+1) so for large n the non zero max value is certainly in this interval.
 
  • #8
It can't be in the domain of the limit function; otherwise the limit function would have to share the discrepancy. Other examples abound.

For example, for each n>0 take [itex]f_n(x) = ne^{-(x-n)^2}[/itex] on the reals. Then for every [itex]x \in \mathbb{R}[/itex] the sequence [itex](f_n(x))_{n=1}^\infty[/itex] converges pointwise to 0, but the sequence of functions doesn't converge uniformly on, say, [itex](0, \infty)[/itex].

Here [itex]f_n(n)[/itex] is always n; Thus the "nonzero max value" is actually going to infinity with n. Simultaneously, increasing n moves the "bump" farther out, resulting in the pointwise convergence. It's always there, so the sequence of functions can't converge uniformly.
 
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  • #9
pivoxa15 said:
Why isn't the 'non-zero max value' not in the domain of the function?

*If* a function attains its sup, then the value of the sup is in *range*, for pete's sake, not the bloody domain.
 
  • #10
pivoxa15 said:
i.e function is defined on [0,1] and max x occurs when x = n/(n+1) so for large n the non zero max value is certainly in this interval.

No, the point at which it attains its maximum is in the domain (and is for all positive n in this fictitious example, I don't know why you think it is for 'large n'). The value of the maximum is whatever f(n/(1+1)) is, and is not in the domain.
 
  • #11
"The point at which it attains its maximum is in the domain." is what I am trying to say. The fact that the maximum which is in the range is non zero in the limit suggest f dosen't converge to 0 for all x in the domain. But some f do and with a point in the domian where it attains a non zero maximum in the limit.
 
  • #12
I'm very confused by what you're talking about. You keep talking about *the* maximum as if there is only one maximal value at play here. Surely you mean on for each f_n. f is a function. f does not converge. I repeat: a sequence converges (or diverges). A function does not.

Stop writing f when you mean a sequence f_n, and be clearer with what has a maximum (or sup for preference). And if you're going to say converge, at least indicate in what sense you mean converge - L_1, L_2, ..., L_infinity etc. (Pointwise or uniform would be a start.)

Actually, is there a question here any more?
 
  • #13
My question is

f_n converges pointwise to 0 for all x in [0,1] but there exists a non zero sup in the limit in the range of f_n. How can that be?

Is this possible because this condition would imply that f_n always gets lowered but not necessary reaching 0 and the sup always gets shifted towards the right or left so that as n increase f_n is lower than f_n for smaller n, for all x in the domain. So it doesn't mean f_n will reach the 0 value for all x hence sup f_n can still be nonzero in the lmit.
 
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  • #14
It can't happen. If f, the pointwise limit is 0, then sup(f(x))=0. f is identically zero.

I am assuming that sup lim (f_n) is what you meant by the phrase:

sup in the limit in the range of f_n
It is certainly true that if f_n converges pointwise to f, that the two quantities

lim sup(f_n)

and

sup lim (f_n)

need not be equal. Though not in the case that the domain of f is compact.
 
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  • #15
Take f_n(x)=nx^n(1-x) for x in [0,1]

sup lim (f_n)=1/e

but f_n converges pointwise for all x in the domain to 0
 
  • #16
Hold on. You've got things the wrong way round.

sup lim f_n

is zero, since lim f_n is the zero function (taking the limit pointwise).You mean

lim sup f_n =1/e,

but why would expect sups to commute with pointwise limits?
 
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  • #17
matt grime said:
It can't happen. If f, the pointwise limit is 0, then sup(f(x))=0. f is identically zero.

I am assuming that sup lim (f_n) is what you meant by the phrase:




It is certainly true that if f_n converges pointwise to f, that the two quantities

lim sup(f_n)

and

sup lim (f_n)

need not be equal. Though not in the case that the domain of f is compact.


So in this case lim sup(f_n) does not equal sup lim (f_n) but the domain is compact?

It is not very intuitive but maybe one can think of it as the sup(f_n) as n increase keep shifting to the right or left so at each x, f_n(x) converges pointwise to 0 but some points will never ever reach it as lim sup(f_n) is non zero.
 
  • #18
What is the difference between lim{f_n} and sup lim{f_n} since if f_n converge than it should converge to only one unqiue function?
 
  • #19
pivoxa15 said:
So in this case lim sup(f_n) does not equal sup lim (f_n) but the domain is compact?


yes. my intuition was off.


It is not very intuitive but maybe one can think of it as the sup(f_n) as n increase keep shifting to the right or left so at each x, f_n(x) converges pointwise to 0 but some points will never ever reach it as lim sup(f_n) is non zero.


<sigh> I imagine you're picking x as the x-axis and plotting these functions on the x-y plane. Right. The sup does not move left or right. The sup is the value in the range (y direction). The point at which the sup is attained in the domain you should imagine shifting left or right.

Stop thinking about 'reaching'. The constant functions f_n(x)=1/n tend pointwise, and uniformly, to zero, but no f_n is ever zero.

Also, you should stop using pronouns like 'it' in a sentence where there are 4 things it could refer to. (And 'it' is used to mean two different things.) It is very hard to follow what you're saying.
 
  • #20
pivoxa15 said:
What is the difference between lim{f_n} and sup lim{f_n} since if f_n converge than it should converge to only one unqiue function?

The former is a function - the pointwise limit in this case. And the latter is a number - the sup of the values taken by that limit function.
 

1. What is a convergent sequence of functions?

A convergent sequence of functions is a sequence of functions that approaches a single limit function as the independent variable increases without bound. In simpler terms, this means that as the input of the functions gets larger and larger, the outputs become closer and closer to a specific function.

2. How is a convergent sequence of functions different from a convergent sequence of numbers?

A convergent sequence of functions is different from a convergent sequence of numbers because in the former, each term in the sequence is a function, while in the latter, each term is a numerical value. Additionally, a convergent sequence of functions has a limit function, while a convergent sequence of numbers has a limit value.

3. What is the importance of studying convergent sequences of functions?

Studying convergent sequences of functions is important because it helps us understand the behavior of functions as their inputs get larger and larger. This is useful in many fields of science, such as physics and engineering, where functions are used to model various phenomena.

4. What are some common examples of convergent sequences of functions?

One common example of a convergent sequence of functions is the sequence of polynomials that approach the exponential function as the degree of the polynomial increases. Another example is the sequence of trigonometric functions that approach a specific limit function as the period of the functions decreases.

5. How do you prove that a sequence of functions is convergent?

To prove that a sequence of functions is convergent, one must show that the limit of the sequence exists and is equal to a specific function. This can be done using various methods, such as the epsilon-delta definition of a limit or the Cauchy criterion for convergence of functions.

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