Inflection Points: Understanding the Critical Points of a Surface

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Discussion Overview

The discussion revolves around the concept of inflection points in the context of functions of one and two variables. Participants explore definitions, conditions for inflection points, and the relationship between critical points and inflection points on surfaces.

Discussion Character

  • Debate/contested
  • Conceptual clarification
  • Mathematical reasoning

Main Points Raised

  • Some participants assert that critical points for a function ##f(x,y)## occur where ##\vec{\nabla}f = \vec{0}##, suggesting that inflection points are where ##Hf=0##.
  • Others question the definition of an inflection point on a surface, seeking clarity on how it is determined.
  • One participant argues that the definition of inflection points used by another is incorrect, emphasizing that an inflection point exists where concavity changes, not solely where the second derivative is zero.
  • Examples are provided, such as ##f(x) = x^{1/3}##, which has an inflection point at (0, 0) despite ##f''(0)## not being defined, challenging the necessity of ##f''=0## for inflection points.
  • Another example, ##f(x) = x^4##, is discussed to illustrate that ##f''(0) = 0## does not imply an inflection point exists, as the concavity does not change.
  • Participants discuss the potential equivalence of inflection points and saddle points in two dimensions, particularly when considering the Hessian matrix ##Hf##.
  • There is a mention of the geometric interpretation of inflection points, suggesting they may be independent of specific coordinate systems.
  • Some participants express uncertainty about the existence of inflection points on surfaces and how to identify them.

Areas of Agreement / Disagreement

Participants do not reach consensus on the definition and conditions for inflection points, with multiple competing views and interpretations presented throughout the discussion.

Contextual Notes

Limitations include varying definitions of inflection points, dependence on the context of functions, and unresolved mathematical nuances regarding the conditions for inflection points in higher dimensions.

Jhenrique
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Given a function ##f(x)##, the critical points are where ##f'=0## and the inflection points are where ##f''=0##. Given a function ##f(x,y)##, the critical points are where ##\vec{\nabla}f = \vec{0}##, so I can deduce that the inflection points are where ##Hf=0## . Correct?
 
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How did you define an "inflection point" on a surface?
 
Jhenrique, the definition you are using for inflection points isn't correct. For a single-variable function, an inflection point exists at any point in the domain of the function at which the concavity changes. For example, for f(x) = x1/3, the only inflection point is at (0, 0) even though f'' is not defined for x = 0.

Also, just because f'' is zero at some point doesn't guaranteed that there is an inflection point there. For example, let f(x) = x4. Then f'(x) = 4x3 and f''(x) = 12x2. f''(0) = 0, but this function has no inflection points, as the concavity never changes.
 
micromass said:
How did you define an "inflection point" on a surface?
A definition well defined I don't know to say, but intuitively I'd say that is a point where tangent sphere have raius equal to infinity (like in a inflection point of a curve that have a tangent circle of radius equal to infinity)...

Mark44 said:
Jhenrique, the definition you are using for inflection points isn't correct. For a single-variable function, an inflection point exists at any point in the domain of the function at which the concavity changes. For example, for f(x) = x1/3, the only inflection point is at (0, 0) even though f'' is not defined for x = 0.

Also, just because f'' is zero at some point doesn't guaranteed that there is an inflection point there. For example, let f(x) = x4. Then f'(x) = 4x3 and f''(x) = 12x2. f''(0) = 0, but this function has no inflection points, as the concavity never changes.

Ok. Let's say that f'' = 0 is a necessary condition for the existence of a inflection point in a curve (and not a sufficient), so, Hf = 0 is a necessary condition for the existence of a inflection point in a surface?
 
Mark44 said:
Jhenrique, the definition you are using for inflection points isn't correct. For a single-variable function, an inflection point exists at any point in the domain of the function at which the concavity changes. For example, for f(x) = x1/3, the only inflection point is at (0, 0) even though f'' is not defined for x = 0.

Also, just because f'' is zero at some point doesn't guaranteed that there is an inflection point there. For example, let f(x) = x4. Then f'(x) = 4x3 and f''(x) = 12x2. f''(0) = 0, but this function has no inflection points, as the concavity never changes.

Jhenrique said:
Ok. Let's say that f'' = 0 is a necessary condition for the existence of a inflection point in a curve (and not a sufficient), so, Hf = 0 is a necessary condition for the existence of a inflection point in a surface?
No, f'' = 0 is not a necessary condition. One example I gave above, f(x) = x1/3, should convince you that there is an inflection point at (0, 0) even though f''(0) ≠ 0. (f''(0) is not even defined.)
 
Mark44 said:
No, f'' = 0 is not a necessary condition. One example I gave above, f(x) = x1/3, should convince you that there is an inflection point at (0, 0) even though f''(0) ≠ 0. (f''(0) is not even defined.)

Words from Wolframapage:
A necessary condition for x to be an inflection point is f''(x)=0
http://mathworld.wolfram.com/InflectionPoint.html

2nd place: exist inflection point in a surface? If yes, how to identify them?
 
Mark44 said:
No, f'' = 0 is not a necessary condition. One example I gave above, f(x) = x1/3, should convince you that there is an inflection point at (0, 0) even though f''(0) ≠ 0. (f''(0) is not even defined.)
Jhenrique said:
Words from Wolframapage:
A necessary condition for x to be an inflection point is f''(x)=0
http://mathworld.wolfram.com/InflectionPoint.html
My example shows that the MathWorld statement is incorrect. You can have an inflection point at (c, f(c)) even when f''(c) is not equal to zero.
 
From the Wikipedia page (http://en.wikipedia.org/wiki/Inflection_point), with emphasis added:
If x is an inflection point for f then the second derivative, f″(x), is equal to zero if it exists,...

The converse of the above is not necessarily true; e.g., f(x) = x4. For this function, we have f''(0) = 0, but (0, 0) is not an inflection point.

For g(x) x1/3, (0, 0) is the inflection point, since the concavity changes sign at 0, even though g''(0) isn't zero.
 
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Also, I did a quick search for surface inflection points, but didn't come up with anything. Admittedly, I didn't search too hard.
 
  • #10
Jhenrique said:
Given a function ##f(x)##, the critical points are where ##f'=0## and the inflection points are where ##f''=0##. Given a function ##f(x,y)##, the critical points are where ##\vec{\nabla}f = \vec{0}##, so I can deduce that the inflection points are where ##Hf=0## . Correct?

No. If \nabla f = 0 then there is:
  • a local minimum if both eigenvalues of Hf have strictly positive real part.
  • a local maximum if both eigenvalues of Hf have strictly negative real part.
  • a saddle point if one eigenvalue of Hf is strictly positive the other is strictly negative.
If one or both eigenvalues have zero real part then you have to look to higher order to determine the local behaviour of f.
 
  • #11
Mark44 said:
Also, I did a quick search for surface inflection points, but didn't come up with anything. Admittedly, I didn't search too hard.

I think the two-dimensional equivalent of the point of inflection is the saddle point (at least in the case where Hf is defined).
 
  • #12
Mark44 said:
No, f'' = 0 is not a necessary condition. One example I gave above, f(x) = x1/3, should convince you that there is an inflection point at (0, 0) even though f''(0) ≠ 0. (f''(0) is not even defined.)

I think the Wolfram definition considers that an inflection point is a property of the geometry of the curve, not an artefact of any particular equations or coordinate systems that are used to describe it.

The existence of ##dy/dx## depends on the arbitrary choice of an axis system.

In that interpretation, the curve still has an inflection point if rotated through ##\pi/4## and the gradient at the inflection point becomes 1.

For a sufficiently smooth curve, re-parametrizing it using its arc length gets rid of arbitrary happenstance about the existence of derivatives w.r.t. the parameter.
 
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  • #13
pasmith said:
I think the two-dimensional equivalent of the point of inflection is the saddle point (at least in the case where Hf is defined).
That thought came to my mind as well.
 
  • #14
AlephZero said:
I think the Wolfram definition considers that an inflection point is a property of the geometry of the curve, not an artefact of any particular equations or coordinate systems that are used to describe it.

The existence of ##dy/dx## depends on the arbitrary choice of an axis system.
From the perspective of the original post in this thread, and countless calculus texts, the axes are already chosen for us. "Given a function f(x)..."
AlephZero said:
In that interpretation, the curve still has an inflection point if rotated through ##\pi/4## and the gradient at the inflection point becomes 1.
Yes, I understand that, but it seems to me to be something of a stretch in the context of the question that was asked.
AlephZero said:
For a sufficiently smooth curve, re-parametrizing it using its arc length gets rid of arbitrary happenstance about the existence of derivatives w.r.t. the parameter.
 

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