Intermediate value theorem – Serlo

The intermediate value theorem says that every continuous function attains every value between and at least once. Continuous functions reach every intermediate value between and (if there are no holes in the domain between and ). So the intermediate value theorem can be used to determine the existence of functional values.

Motivation

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Intermediate value theorem:: Intuition and practical application (in German)

Let   be an arbitrary continuous function. At the point  , it has the functional value   and at the point   it has the functional value  . Let us assume that  . Furthermore, let   be an arbitrary value between   and  , meaning  :

 
The function values f(a) and f(b) at the points a and b, as well as the intermediate value s

By our current perception, continuous functions don't have any jumps in their domain. Since   is defined on the entire interval   and its domain is connected, the graph binds the points   and   without jumps. If we bind   and   without "taking our pencil off the paper," at some point we must cross the line  . So there is at least one point of intersection between the line   and the graph of  :

 
The graph of f must intersect the line y=s at least once. There, one has f(x)=s

For the  -values   of the points of intersection it holds  . The intermediate value   is therefore attained once by the function  . We have intuitively seen that continuous functions attain all values between any two functional values at least once, provided the domain doesn't contain any gaps between the two arguments.

The Intermediate Value Theorem

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Explanation and definition of the intermediate value theorem. (YouTube video (in German) by the channel Quatematik)

Theorem (Intermediate Value Theorem)

Let   be a continuous function with   and  . Let   be some value between the two functional values   and  . This means it holds   or  . Then there exists at least one real number   with  . The intermediate value   is attained at least once by the function  .

Bolzano's Root Theorem

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For the proof of the intermediate value theorem, it suffices to prove this for the special case  . This special case is also called "Bolzano's Root Theorem."

Theorem (Bolzano's Root Theorem)

Let   be a continuous function with   and  . Furthermore let zero be an intermediate value of   and  , meaning   or  . Then   has at least one root. This means, there exists at least one argument   such that  .

Why is it sufficient to only consider this special case? Let's take a function   and a value   between the functional values   and  . By the intermediate value theorem, we have to find a   with  . Now it holds:

 

Therefore   if and only if  . Now we will define the helping function   with  . As we've already determined, the equation   is satisfied precisely in the case  . So if we find a root of  , then the function   also attains the value  .

Now the function   fulfills all of the requirements to use Bolzano's Root Theorem. It's a function of the form   with the closed interval   as its domain. As a concatenation of continuous functions, the function   is continuous. In the case   it holds:

 

Using   we can deduce the chain of inequalities  . Now if we consider the case  :

 

Altogether we can concude that zero is an intermediate value of   and  . Therefore   satisfies the requirements for Bolzano's Root Theorem. By this root theorem there exists a   with  . For this   it holds  . This shows that the general intermediate value theorem can be easily deduced from Bolzano's root theorem. So now we must only prove Bolzano's theorem.

Proof of Bolzano's Root Theorem

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Proof (Bolzano's Root Theorem)

Let   be a continuous function with   or  . In the following we will consider the case  . The other case   can be proved similarly. We have to find a root of  . This can be shown by finding a fitting sequence of nested intervals (this means that any interval in the sequence is a subset of the preceding interval in the sequence). As a starting interval we choose  , so   and  . Namely, we know that the desired root must lie in the interval  .

For   or   we already have found a root at   or  , respectively. In this case, we are already finished. In the case   and  , we reduced the size of our interval. For this purpose we consider the midpoint   of the starting interval. If the value of   at this point is equal to zero, then we've found a root and we are finished.

If  , then we choose another interval which must contain a root. Let us assume that  . Then we get the following image:

 
Illustration: if the function value is positive in the middle.

We can see that the graph must cross the  -axis from   to  . Since   is a continuous function and can't have any jumps, and since this interval doesn't contain any gaps, there must be a root of   in this interval. Since both functional values   and   are positive, we can't say whether this root lies in   to  . For this reason we choose a second interval  .

If   is less than zero, the graph of   has to undergo a change in sign in the second interval from   to  . Correspondingly, a zero should lie in this interval and in this case we choose   as the second interval  :

 
Illustration: if the function value is negative in the middle.

Altogether we determine   in the following way:

 

We keep repeating this process: in the  -th step we calculate the midpoint   of the interval  . If   attains the value   here, we are finished and can return   as a root. Otherwise we choose a new interval   using the following definition:

 
The following animation shows the first four steps of the interval nesting:
 
The proof of the Bolzano theorem using nested intervals.

By this procedure we obtain either the desired root after a certain iteration   or we get a sequence of intervals  . By this method of choosing the sequence elements, the sequence   is monotone increasing and the sequence   is monotone falling. Since every sequential element lies in the interval  , the sequences are both bounded. Then we can use Monotoniekriterium für Folgen to conclude that both sequences converge. Note that the length of each interval is cut in half at each iteration, meaning:

 

From here it follows  . For this reason, the sequences of lower and upper interval limits converge to the same value  . Furthermore, by our construction, it holds that   and   for all  . For this reason it holds for the limits:   and  . Because   is continuous, it holds

 

From the above line we can conclude   and  , and therefore   must hold. In this case we've also found a root of the function  .

Corollaries of the Intermediate Value Theorem

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Continuous functions map intervals to intervals

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With the help of the intermediate value theorem we can prove that continuous functions map intervals to intervals.

Theorem (Corollary of the Intermediate Value Theorem)

Let   be an interval and   a continuous function. Then   is also an interval.

Proof (Corollary of the Intermediate Value Theorem)

We set   and  . We also allow   (if   is bounded from below) and   (if   is bounded from above). We now take some real number   with  . From the definition of the infimum and the fact that   we get that there exists some   with  . Similarly there exists some   with  . Altogether we have  .

So   is an intermediate value of two functional values of  . Since   is continuous, the intermediate value theorem guarantees us the existence of some   with  . Since   was arbitrary, it holds  . Now   or   could be elements of  . Therefore   must be one of the following four intervals:

 

We see that   is an interval.

Range of Power Functions

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Example (Range of power functions  )

The power functions   with   for   are continuous. Furthermore it holds

 

Damit ist  . Außerdem ist

 

For odd   it holds  . For even   it holds  , since for all   it holds   and zero is attained as a value because  . The by the intermediate value theorem we have

 

Range of the Exponential Function

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Example (Range of the exponential function)

The exponential function   is continuous. Also it holds   for all  . It holds   and  . Then   and  . Since neither   nor   are attained by the exponential function, the intermediate value theorem says

 

Exercise (Domain of the Generalized Exponential Function)

For   ,

 

defines the generalized exponential function. Show:  .

Tip: Differentiate between the cases   and  .

Solution (Domain of the Generalized Exponential Function)

Since   and   are continuous on  , it holds that   is also continuous (as the concatenation of continuous functions) on all of  . Further,  , since  .

Fall 1:  

Here it holds  , and therefore   holds. From here it follows  . On the other hand,  , and therefore  . Altogether this case yields  .

Fall 2:  

Here it holds  , and therefore  . We then can conclude  . On the other hand it holds  , and therefore  . So it also holds in this case  .

Exercise: Fixed-point theorem

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Proof of a Fixed-point Theorem

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In the following exercise we will prove a fixed-point theorem. Fixed points are arguments   of a function   that satisfy the equation  . In a sentence: fixed points are those points not changed by a function transformation. Fixed point theorems are therefore theorems, that prove the existence of fixed points in certain situations. For mathematics, such theorems are important because sometimes we can reduce the problem of proving the existence of a certain object to proving the existence of a fixed point. For example, the argument   is a root of the function  , if and only if the function   with the ordering   has a fixed point. Using the existence of a fixed point of the function  , we can prove the existence of a root for  . In the following exercise we are going to prove a kind of intermediate value theorem:

Exercise (Fixed point theorem)

Let   be a continuous function. Show that   has at least one fixed point. Fixed points are points   with  .

How to get to the proof? (Fixed point theorem)

By rearranging the equation   we obtain  . Therefore   is a fixed point of   if and only if   is a root of the function  . So let us define a helping function   with  . As you might have guessed, we can use Bolzano's Root Theorem here to prove the existence of a root. For that we have to prove that   satisfies all the assumptions of the theorem:

  •   is continuous
  • Zero is an intermediate value of   and  .

  is continuous as the concatenation of continuous functions and we can also prove that   holds. The root theorem guarantees us the existence of the limit.

Proof (Fixed point theorem)

Let   be a continuous function. We define the helping function  . For this function it holds:

  •   is continuous on   as the difference of the continuous functions   and  .
  • It holds   because:
    •  
    •  .

Therefore   fulfills the assumptions of the root theorem. Then there exists some   with  . This means  . In other words,   has a fixed point.

Assumptions of the Fixed Point Theorem

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In the fixed point theorem above, the continuity is a necessary condition of the proven theorem. If we leave this condition out, we can find a function   for which this theorem is no longer true. This will be shown in the following exercise:

Exercise (Fixed Point Theorem)

Find a function   with   for all  .

Proof (Fixed Point Theorem)

For example, the function

 

doesn't have a fixed point. This is shown in the following graph of the function  . Namely, there is not point of intersection of the graph of   with the graph of the identity function  :

 
Graph of the function g and of the identity function f

Exercise: Roots and Range of Polynomials

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Roots of Polynomials

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The following exercise exemplifies a special case of the fundamental theorem of algebra. This theorem says that a non-constant polynomial

 

with complex coefficients   has at least one complex root. In the real case this claim does not hold in general. A polynomial with real coefficients need not necessarily have real roots. A polyomial function without real roots could be, for example,  . For certain polynomials, we can still prove the existence of a root:

Exercise (Roots of Polynomials)

Let

 

be a polynomial function with   and  . If  , meaning if the degree of   is odd, then   has at least one (real) root.

Summary of proof (Roots of Polynomials)

We will prove the exercise with the help of the root theorem. For that, we need to find two real numbers  with   or  . This is a consequence of   and  , which we can show by using a clever rewriting of   for the case  . We will now thoroughly investigate the case  . The case   can be handles similarly.

Solution (Roots of Polynomials)

We will demonstrate the proof for  . The case   is similar. For   we can factor out   to obtain:

 

The expression   in the parentheses converges for   to  . This holds since the terms   converge for   to  . Since   is odd, it holds:

 

und

 

However, there must exist   with  . Further, for  , the polynomial   is continuous as the composition of continuous functions  . Using Bolzano's root theorem, we can conclude the existence of some   with  . Then the polynomial function as at least one root.

Range of Polynomials

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Exercise (Range of Polynomials)

Let

 

be a polynomial function with   and  , and   odd. Show  .

Solution (Range of Polynomials)

Fall 1:  

For   it holds:

 

and

 

Since   is continuous, it follows  .

Fall 2:  

Similar to the first case.

Exercise: The existence of n-th order Roots

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The intermediate value theorem also offers a possibility to check the existence of  -th order roots. In the chapter "Wurzel reeller Zahlen“ we have already proven this using the concept of nested intervals. Now we will see an alternative proof that uses the intermediate value theorem. Just a reminder: the  -th order root   for some positive number   is a real number   with  .

Exercise (Existence of n-th order Root)

Let  . Show that for all   there exists a positive number   with  .

Solution (Existence of n-th order Root)

It is the case that   if and only if  . The desired number   must therefore be e a positive zero of the polynomial   with  . First we observe that  , be a polynomial, is continuous on all.  . Therefore   is also continuous on the interval  . Furthermore it holds

 

as well as

 

Therefore  . By the intermediate value theorem,   has at least one zero in the interval  . Because all numbers in   are positive, the zero must also be positive. Furthermore, the zero satisfies the equality  .

Exercise: Solving an Equation

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Both the intermediate value and root theorems can be used to justify the existence of a solution of a given equation. The equation is used to build a continuous function, on which we can apply either the root theorem or the intermediate value theorem.

Exercise (Solution to an Equation)

Show there exists only one   with  .

Solution (Solution to an Equation)

 
Functions   and  

Proof step: Show the equation has a solution

We will use the helping function

 

It is continuous since it is the difference of the two continuous functions   and  . Furthermore it holds

 

as well as

 

By the root theorem, there exists some   with  . For this   it then holds  . This solves our equation.

Proof step: Show there exists exactly one solution

We will examine four cases:

Fall 1:  

We have  . Therefore there exists no   with  .

Fall 2:  

We have  . So there can be no   satisfying  .

Fall 3:  

We've already proven above that there exists some   with  . Since   is strictly monotone increasing and   is strictly monotone falling on  , there can not exist some further   such that  .

Fall 4:  

We have  . So there can not exist any   such that  .

From both steps in the proof we can conclude that there exists exactly one   with  .