Function Inflection Points
An inflection point is a special point on a function’s graph where the concavity changes. It divides the graph into intervals of different concavity.
Definition
A definition is a precise description of what a concept, a term, or an object means. Understanding definitions is the foundation of learning any field, and every concept has its own exact meaning.
Let be continuous on a neighborhood of . If there exists such that:
- On the graph of is concave and on it is convex
- Or on it is convex and on it is concave
then is called an inflection point of .
| Symbol | Type | Reading/Explanation | Meaning in This Article |
|---|---|---|---|
| Greek letter | Delta | A sufficiently small positive number |
Geometric interpretation
An inflection point is where the graph changes its bending direction.
Necessary Condition
Theorem
A theorem is a proposition that has been rigorously proved, and it is the foundation of mathematical reasoning. A theorem usually states its conditions and its conclusion, and is an important part of any mathematical system.
If is twice differentiable at and is an inflection point, then .
Note: is necessary but not sufficient for an inflection point.
Sufficient Conditions
First Sufficient Condition
Theorem
A theorem is a proposition that has been rigorously proved, and it is the foundation of mathematical reasoning. A theorem usually states its conditions and its conclusion, and is an important part of any mathematical system.
Let be continuous on a neighborhood of and twice differentiable on a punctured neighborhood, with or undefined:
- If for and for , then is an inflection point
- If for and for , then is an inflection point
Second Sufficient Condition
Theorem
A theorem is a proposition that has been rigorously proved, and it is the foundation of mathematical reasoning. A theorem usually states its conditions and its conclusion, and is an important part of any mathematical system.
Let be three times differentiable at with :
- If , then is an inflection point
- If , further analysis is needed
Basic Steps
- Find the second derivative: compute
- Find critical points: solve or find where is undefined
- Analyze the sign: examine the sign of on both sides of each critical point
- Determine inflection points: if the sign changes, the point is an inflection point
Caveats
- A point where the second derivative vanishes is not necessarily an inflection point
- A point where is undefined may be an inflection point
- Check that the function is continuous at the point
Example 1: Find the inflection points of .
Solution:
- Setting gives
- For , , so the function is concave
- For , , so the function is convex
- Therefore is an inflection point
Example 2: Find the inflection points of .
Solution:
- Setting gives
- For , , so the function is convex
- For , , so the function is convex
- The sign does not change, so is not an inflection point
Important Properties
- An inflection point is not necessarily an extremum point: the function value at an inflection point need not be a local maximum or minimum
- An extremum point is not necessarily an inflection point: extrema and concavity changes are different questions; check each separately
- Geometric character: when a tangent exists and the usual smoothness conditions hold, the curve near an inflection point changes its bending direction relative to the tangent
Example
For :
- , so and is a stationary point
- , so , but the sign changes
- Hence is a stationary point (also called a saddle point in the one-variable setting) and an inflection point, but not an extremum point
Exercise 1
Find the inflection points of .
Approach: Differentiate twice, find critical points, and analyze sign changes.
Steps:
- Setting gives
- For , , so the function is concave
- For , , so the function is convex
Answer:
The inflection point is .
Exercise 2
Find the inflection points of .
Approach: Differentiate twice, find critical points, and analyze sign changes.
Steps:
- Simplifying:
- Setting gives
- Analyzing the sign changes:
- : sign changes from negative to positive, so it is an inflection point
- : sign changes from positive to negative, so they are inflection points
Answer:
The inflection points are , , .
Exercise 3
Find the inflection points of .
Approach: Differentiate twice, find critical points, and analyze sign changes.
Steps:
- Setting gives , i.e. ( an integer)
- Analyzing sign changes:
- As moves from to , changes from positive to negative
- As moves from to , changes from negative to positive
- Therefore every is an inflection point
Answer:
The inflection points are , where is an integer.
Exercise 4
Suppose and is twice differentiable at . Determine whether is an inflection point of .
Approach: First use the limit to determine and , then check whether the hypotheses are enough to fix and its sign on both sides.
Steps:
- From , we have as
- As , , so , i.e.
- By the definition of the derivative:
- But the hypotheses are not enough to determine the second derivative. Take which satisfies the hypotheses for every constant , with .
- For example, when , , so is not an inflection point; when , changes sign around , so is an inflection point.
Answer:
From the given hypotheses we cannot determine whether is an inflection point.
Exercise 5
Let be defined by the parametric equations . Determine whether is an inflection point of .
Approach: Use the parametric differentiation formulas and analyze the sign change of the second derivative.
Steps:
- For : , , so
- For : , , so
- Hence
- First derivative:
- Second derivative:
- At :
- Left derivative:
- Right derivative:
- Since the left and right second derivatives differ, does not exist
- Sign change:
- For , (concave)
- For , (convex)
Answer:
is an inflection point of .
Exercise 6
Let . Decide whether is an inflection point of .
Approach: Differentiate the integral with respect to its upper limit, twice, and then track the sign of on the two sides of .
Steps:
- By the fundamental theorem of calculus, .
- Differentiating once more, .
- At : and , so the necessary condition is satisfied.
- The factor is positive for every , so the sign of is the opposite of the sign of :
- For we have , hence and the graph is convex there.
- For we have , hence and the graph is concave there.
- The second derivative therefore changes sign as passes through , which is precisely the first sufficient condition.
Answer:
is an inflection point of ; the corresponding point on the graph is .
Exercise 7
Let . Decide whether is an inflection point of .
Approach: Differentiate the integral twice and test the necessary condition: if a function is twice differentiable at a point, that point can be an inflection point only when the second derivative there vanishes.
Steps:
- By the fundamental theorem of calculus, .
- Differentiating once more with the product rule, .
- At : and .
- Since , the necessary condition fails and no sign analysis of is needed.
Answer:
is not an inflection point of , because .
Exercise 8
A function is twice differentiable at and satisfies , , . Can you decide whether is an inflection point of ?
Approach: The three point values only verify the necessary condition. An inflection point requires a sign change of on a whole neighborhood, so look for two functions that share all the given data but behave differently around .
Steps:
- Because , the necessary condition for an inflection point holds, but the data say nothing about the sign of away from .
- Take . Then , , , and on both sides of : the sign does not change, so is not an inflection point.
- Take . It satisfies the same three conditions, but is negative just left of and positive just right of , so is an inflection point.
- Both functions meet every hypothesis, so the hypotheses alone cannot decide the question.
Answer:
The data are insufficient. They give only , the necessary condition, and the two examples above show that may or may not be an inflection point.
Exercise 9
A function is twice differentiable at and satisfies , , . Decide whether is an inflection point of .
Approach: Again the point values only meet the necessary condition. Test two simple functions that share the given data and compare the sign of their second derivatives near .
Steps:
- From we get the necessary condition, but the sign of near is not determined.
- For : , , , and changes sign at , so is an inflection point.
- For : , , , and on both sides of , so is not an inflection point.
- Since both functions satisfy all the hypotheses, the question has no unique answer.
Answer:
It cannot be decided from the given information: and show that may or may not be an inflection point.
Exercise 10
Let be three times differentiable in a neighborhood of , with and . Prove that is an inflection point of .
Approach: Use the definition of as the derivative of at . It says that behaves like near , so must take opposite signs on the two sides of .
Steps:
- Since is three times differentiable, is differentiable at ; using we get
- Put . The limit above means that for all sufficiently small the quotient lies within of , so In other words, has the same sign as .
- Hence there is such that:
- if then on and on ;
- if then on and on . Either way changes sign as passes through .
- A differentiable function is continuous, so is continuous on a neighborhood of . The sign change of at is exactly the first sufficient condition, and therefore is an inflection point.
Answer:
The proof is complete: is an inflection point of , because forces to change sign at .
Symbols Used in This Article
| Symbol | Type | Pronunciation/Explanation | Meaning in This Article |
|---|---|---|---|
| Mathematical symbol | f of x | A function of variable | |
| Mathematical symbol | x zero | The abscissa of the inflection point | |
| Greek letter | Delta | A sufficiently small positive number defining a neighborhood | |
| Mathematical symbol | f prime of x | The first derivative of the function | |
| Mathematical symbol | f double prime of x | The second derivative of the function | |
| Mathematical symbol | f triple prime of x | The third derivative of the function |
