
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 curve
A Bézier curve ( , ) is a parametric equation, parametric curve used in computer graphics and related fields. A set of discrete "control points" defines a smooth, continuous curve by means of a formula. Usually the curve is intended to approxima ...
s 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
Isaac Jacob Schoenberg (April 21, 1903 – February 21, 1990) was a Romanian-American mathematician, known for his invention of splines.
Life and career
Schoenberg was born in Galați to a Jewish family, the youngest of four children. He st ...
in his 1930 paper, . He went on to derive it by a transformation of
Descartes' rule of signs
In mathematics, Descartes' rule of signs, described by René Descartes in his ''La Géométrie'', counts the roots of a polynomial by examining sign changes in its coefficients. The number of positive real roots is at most the number of sign chang ...
.
Proof
The proof uses the process of repeated degree elevation of
Bézier curve
A Bézier curve ( , ) is a parametric equation, parametric curve used in computer graphics and related fields. A set of discrete "control points" defines a smooth, continuous curve by means of a formula. Usually the curve is intended to approxima ...
. The process of degree elevation for
Bézier curve
A Bézier curve ( , ) is a parametric equation, parametric curve used in computer graphics and related fields. A set of discrete "control points" defines a smooth, continuous curve by means of a formula. Usually the curve is intended to approxima ...
s can be considered an instance of piecewise
linear interpolation
In mathematics, linear interpolation is a method of curve fitting using linear polynomials to construct new data points within the range of a discrete set of known data points.
Linear interpolation between two known points
If the two known po ...
. Piecewise linear interpolation can be shown to be variation diminishing.
Thus, if R
1, R
2, R
3 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
*
* Each R
r has fewer intersections with a given plane than R
r-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
, it will have fewer intersections with a given plane than R
i 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 graph
In graph theory, a planar graph is a graph (discrete mathematics), graph that can be graph embedding, embedded in the plane (geometry), plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. ...
s have the variation diminishing property.
References
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Curves
Interpolation
Splines (mathematics)
Matrices (mathematics)