ArticleslgStudy

mathematics

Variation diminishing property

Variation diminishing property is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Variation diminishing property rather than just read about it. In short: In mathematics, the variation diminishing property of certain mathematical objects involves diminishing the number of changes in sign (positive to negative or vice versa). Variation diminishing property for Bézier curves The variation diminishing property of Bézier curves is that they are smoother than the polygon formed by their control points.

Variation diminishing property — main illustration
Variation diminishing property — illustration

Key takeaways

  • Variation diminishing property belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Variation diminishing property to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Variation diminishing property from memory before moving on to harder problems.

Reference excerpt

In mathematics, the variation diminishing property of certain mathematical objects involves diminishing the number of changes in sign (positive to negative or vice versa).

Variation diminishing property for Bézier curves The variation diminishing property of Bézier curves is that they are smoother than the polygon formed by their control points. If a line is drawn through the curve, the number of intersections with the curve will be less than or equal to the number of intersections with the control polygon. In other words, for a Bézier curve B defined by the control polygon P, the curve will have no more intersection with any plane as that plane has with P. This may be generalised into higher dimensions. This property was first studied by Isaac Jacob Schoenberg in his 1930 paper, Über variationsvermindernde lineare Transformationen. He went on to derive it by a transformation of Descartes' rule of signs.

Proof The proof uses the process of repeated degree elevation of Bézier curve. The process of degree elevation for Bézier curves can be considered an instance of piecewise linear interpolation. Piecewise linear interpolation can be shown to be variation diminishing. Thus, if R1, R2, R3 and so on denote the set of polygons obtained by the degree elevation of the initial control polygon R, then it can be shown that

lim r → ∞ R r = B {\displaystyle \mathbf {\lim _{r\to \infty }R_{r}} =\mathbf {B} }

Each Rr has fewer intersections with a given plane than Rr-1 (since degree elevation is a form of linear interpolation which can be shown to follow the variation diminishing property) Using the above points, we say that since the Bézier curve B is the limit of these polygons as r goes to ∞ {\displaystyle \infty } , it will have fewer intersections with a given plane than Ri for all i, and in particular fewer intersections that the original control polygon R. This is the statement of the variation diminishing property.

Totally positive matrices

The variation diminishing property of totally positive matrices is a consequence of their decomposition into products of Jacobi matrices. The existence of the decomposition follows from the Gauss–Jordan triangulation algorithm. It follows that we need only prove the VD property for a Jacobi matrix. The blocks of Dirichlet-to-Neumann maps of planar graphs have the variation diminishing property.

References

Illustrations

Variation diminishing property: Sample curves (red) with their polygons (grey).
Sample curves (red) with their polygons (grey).

Worked examples

Example 1 — a first encounter with Variation diminishing property

Start with the simplest possible case. Write down what Variation diminishing property claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Variation diminishing property before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Variation diminishing property ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Variation diminishing property

In research
Variation diminishing property appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Variation diminishing property in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Variation diminishing property is common in secondary-school and first-year university syllabi. It links to neighbouring topics Curves, Interpolation, Matrices (mathematics), so understanding it makes those chapters shorter.
In everyday life
Look for Variation diminishing property outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
Ask Teacher Smith questions about this articleOpens your AI tutor with a question about “Variation diminishing property” →

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study Variation diminishing property in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Variation diminishing property means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Variation diminishing property out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Variation diminishing property in simple terms?

In mathematics, the variation diminishing property of certain mathematical objects involves diminishing the number of changes in sign (positive to negative or vice versa). Variation diminishing property for Bézier curves The variation diminishing property of Bézier curves is that they are smoother…

Why does Variation diminishing property matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Variation diminishing property?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Variation diminishing property.

Tags

  • Curves
  • Interpolation
  • Matrices (mathematics)
  • Splines (mathematics)

Keep exploring