Difference between revisions of "Bernstein polynomials"
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Algebraic polynomials defined by the formula | Algebraic polynomials defined by the formula | ||
| − | + | $$ | |
| + | B _ {n} (f; x ) = \ | ||
| + | B _ {n} (x ) = | ||
| + | $$ | ||
| − | + | $$ | |
| + | = \ | ||
| + | \sum _ { k=0 } ^ { n } f \left ( { | ||
| + | \frac{k}{n} | ||
| + | } \right ) \left ( | ||
| + | \begin{array}{c} | ||
| + | n \\ | ||
| + | k | ||
| + | \end{array} | ||
| + | \right ) x ^ {k} (1-x) ^ {n-k} ,\ n = 1, 2 ,\dots . | ||
| + | $$ | ||
| − | Introduced by S.N. Bernshtein in 1912 (cf. ). The sequence of Bernstein polynomials converges uniformly to a function | + | Introduced by S.N. Bernshtein in 1912 (cf. ). The sequence of Bernstein polynomials converges uniformly to a function $ f $ |
| + | on the segment $ 0 \leq x \leq 1 $ | ||
| + | if $ f $ | ||
| + | is continuous on this segment. For a function which is bounded by $ C $, | ||
| + | $ 0 < C < 1 $, | ||
| + | with a discontinuity of the first kind, | ||
| − | + | $$ | |
| + | B _ {n} (f; C) \rightarrow \ | ||
| + | { | ||
| + | \frac{f (C _ {-} ) + f (C _ {+} ) }{2} | ||
| + | } . | ||
| + | $$ | ||
The equation | The equation | ||
| − | + | $$ | |
| + | B _ {n} (f; c) - f (c) = \ | ||
| + | |||
| + | \frac{f ^ { \prime\prime } (c)c(1-c) }{2n} | ||
| + | |||
| + | + o \left ( | ||
| + | \frac{1}{n} | ||
| + | \right ) | ||
| + | $$ | ||
| − | is valid if | + | is valid if $ f $ |
| + | is twice differentiable at the point $ c $. | ||
| + | If the $ k $- | ||
| + | th derivative $ f ^ { (k) } $ | ||
| + | of the function is continuous on the segment $ 0 \leq x \leq 1 $, | ||
| + | the convergence | ||
| − | + | $$ | |
| + | B _ {n} ^ { (k) } (f; x) \rightarrow f ^ { (k) } (x) | ||
| + | $$ | ||
| − | is uniform on this segment. A study was made ([[#References|[1b]]], [[#References|[5]]]) of the convergence of Bernstein polynomials in the complex plane if | + | is uniform on this segment. A study was made ([[#References|[1b]]], [[#References|[5]]]) of the convergence of Bernstein polynomials in the complex plane if $ f $ |
| + | is analytic on the segment $ 0 \leq x \leq 1 $. | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1a]</TD> <TD valign="top"> S.N. Bernshtein, , ''Collected works'' , '''1''' , Moscow (1952) pp. 105–106</TD></TR><TR><TD valign="top">[1b]</TD> <TD valign="top"> S.N. Bernshtein, , ''Collected works'' , '''2''' , Moscow (1954) pp. 310–348</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> V.L. Goncharov, "The theory of interpolation and approximation of functions" , Moscow (1954) (In Russian)</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> V.A. Baskakov, "An instance of a sequence of linear positive operators in the space of continuous functions" ''Dokl. Akad. Nauk SSSR'' , '''113''' : 2 (1957) pp. 249–251 (In Russian)</TD></TR><TR><TD valign="top">[4]</TD> <TD valign="top"> P.P. Korovkin, "Linear operators and approximation theory" , Hindushtan Publ. Comp. (1960) (Translated from Russian)</TD></TR><TR><TD valign="top">[5]</TD> <TD valign="top"> L.V. Kantorovich, ''Izv. Akad. Nauk SSSR Ser. Mat.'' , '''8''' (1931) pp. 1103–1115</TD></TR></table> | <table><TR><TD valign="top">[1a]</TD> <TD valign="top"> S.N. Bernshtein, , ''Collected works'' , '''1''' , Moscow (1952) pp. 105–106</TD></TR><TR><TD valign="top">[1b]</TD> <TD valign="top"> S.N. Bernshtein, , ''Collected works'' , '''2''' , Moscow (1954) pp. 310–348</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> V.L. Goncharov, "The theory of interpolation and approximation of functions" , Moscow (1954) (In Russian)</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> V.A. Baskakov, "An instance of a sequence of linear positive operators in the space of continuous functions" ''Dokl. Akad. Nauk SSSR'' , '''113''' : 2 (1957) pp. 249–251 (In Russian)</TD></TR><TR><TD valign="top">[4]</TD> <TD valign="top"> P.P. Korovkin, "Linear operators and approximation theory" , Hindushtan Publ. Comp. (1960) (Translated from Russian)</TD></TR><TR><TD valign="top">[5]</TD> <TD valign="top"> L.V. Kantorovich, ''Izv. Akad. Nauk SSSR Ser. Mat.'' , '''8''' (1931) pp. 1103–1115</TD></TR></table> | ||
| − | |||
| − | |||
====Comments==== | ====Comments==== | ||
There is also a multi-variable generalization: generalized Bernstein polynomials defined by the completely analogous formula | There is also a multi-variable generalization: generalized Bernstein polynomials defined by the completely analogous formula | ||
| − | + | $$ | |
| + | B _ {\mathbf n } (f, x _ {1} \dots x _ {k} ) = | ||
| + | $$ | ||
| − | + | $$ | |
| + | = \ | ||
| + | \sum _ { i _ {1} = 0 } ^ { {n _ 1 } } \dots \sum | ||
| + | _ {i _ {k} = 0 } ^ { {n _ k} } f \left ( | ||
| + | \frac{i _ {1} }{n _ {1} } | ||
| + | \dots | ||
| + | \frac{i _ {k} }{n _ {k} } | ||
| + | \right ) \ | ||
| + | \left ( \begin{array}{c} | ||
| + | n _ {1} \\ | ||
| + | i _ {1} | ||
| + | \end{array} | ||
| + | \right ) \dots | ||
| + | \left ( \begin{array}{c} | ||
| + | n _ {k} \\ | ||
| + | i _ {k} | ||
| + | \end{array} | ||
| + | \right ) \times | ||
| + | $$ | ||
| − | + | $$ | |
| + | \times | ||
| + | x _ {1} ^ {i _ {1} } (1 - x _ {1} ) ^ {n _ {1} - i _ {1} } \dots x _ {k} ^ {i _ {k} } (1 - x _ {k} ) ^ {n _ {k} - i _ {k} } . | ||
| + | $$ | ||
| − | Here | + | Here $ \mathbf n $ |
| + | stands for the multi-index $ \mathbf n = ( n _ {1} \dots n _ {k} ) $. | ||
As in the one variable case these provide explicit polynomial approximants for the more-variable Weierstrass approximation and Stone–Weierstrass theorems. For the behaviour of Bernstein polynomials in the complex plane and applications to movement problems, cf. also [[#References|[a3]]]. | As in the one variable case these provide explicit polynomial approximants for the more-variable Weierstrass approximation and Stone–Weierstrass theorems. For the behaviour of Bernstein polynomials in the complex plane and applications to movement problems, cf. also [[#References|[a3]]]. | ||
Latest revision as of 10:58, 29 May 2020
Algebraic polynomials defined by the formula
$$ B _ {n} (f; x ) = \ B _ {n} (x ) = $$
$$ = \ \sum _ { k=0 } ^ { n } f \left ( { \frac{k}{n} } \right ) \left ( \begin{array}{c} n \\ k \end{array} \right ) x ^ {k} (1-x) ^ {n-k} ,\ n = 1, 2 ,\dots . $$
Introduced by S.N. Bernshtein in 1912 (cf. ). The sequence of Bernstein polynomials converges uniformly to a function $ f $ on the segment $ 0 \leq x \leq 1 $ if $ f $ is continuous on this segment. For a function which is bounded by $ C $, $ 0 < C < 1 $, with a discontinuity of the first kind,
$$ B _ {n} (f; C) \rightarrow \ { \frac{f (C _ {-} ) + f (C _ {+} ) }{2} } . $$
The equation
$$ B _ {n} (f; c) - f (c) = \ \frac{f ^ { \prime\prime } (c)c(1-c) }{2n} + o \left ( \frac{1}{n} \right ) $$
is valid if $ f $ is twice differentiable at the point $ c $. If the $ k $- th derivative $ f ^ { (k) } $ of the function is continuous on the segment $ 0 \leq x \leq 1 $, the convergence
$$ B _ {n} ^ { (k) } (f; x) \rightarrow f ^ { (k) } (x) $$
is uniform on this segment. A study was made ([1b], [5]) of the convergence of Bernstein polynomials in the complex plane if $ f $ is analytic on the segment $ 0 \leq x \leq 1 $.
References
| [1a] | S.N. Bernshtein, , Collected works , 1 , Moscow (1952) pp. 105–106 |
| [1b] | S.N. Bernshtein, , Collected works , 2 , Moscow (1954) pp. 310–348 |
| [2] | V.L. Goncharov, "The theory of interpolation and approximation of functions" , Moscow (1954) (In Russian) |
| [3] | V.A. Baskakov, "An instance of a sequence of linear positive operators in the space of continuous functions" Dokl. Akad. Nauk SSSR , 113 : 2 (1957) pp. 249–251 (In Russian) |
| [4] | P.P. Korovkin, "Linear operators and approximation theory" , Hindushtan Publ. Comp. (1960) (Translated from Russian) |
| [5] | L.V. Kantorovich, Izv. Akad. Nauk SSSR Ser. Mat. , 8 (1931) pp. 1103–1115 |
Comments
There is also a multi-variable generalization: generalized Bernstein polynomials defined by the completely analogous formula
$$ B _ {\mathbf n } (f, x _ {1} \dots x _ {k} ) = $$
$$ = \ \sum _ { i _ {1} = 0 } ^ { {n _ 1 } } \dots \sum _ {i _ {k} = 0 } ^ { {n _ k} } f \left ( \frac{i _ {1} }{n _ {1} } \dots \frac{i _ {k} }{n _ {k} } \right ) \ \left ( \begin{array}{c} n _ {1} \\ i _ {1} \end{array} \right ) \dots \left ( \begin{array}{c} n _ {k} \\ i _ {k} \end{array} \right ) \times $$
$$ \times x _ {1} ^ {i _ {1} } (1 - x _ {1} ) ^ {n _ {1} - i _ {1} } \dots x _ {k} ^ {i _ {k} } (1 - x _ {k} ) ^ {n _ {k} - i _ {k} } . $$
Here $ \mathbf n $ stands for the multi-index $ \mathbf n = ( n _ {1} \dots n _ {k} ) $.
As in the one variable case these provide explicit polynomial approximants for the more-variable Weierstrass approximation and Stone–Weierstrass theorems. For the behaviour of Bernstein polynomials in the complex plane and applications to movement problems, cf. also [a3].
References
| [a1] | P.J. Davis, "Interpolation and approximation" , Dover, reprint (1975) pp. 108–126 |
| [a2] | T.J. Rivlin, "An introduction to the approximation of functions" , Dover, reprint (1981) |
| [a3] | G.G. Lorentz, "Bernstein polynomials" , Univ. Toronto Press (1953) |
Bernstein polynomials. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Bernstein_polynomials&oldid=46028