Put in the weighted inner product. Since ,
The last equality follows by the product-to-sum trigonometric identity and integration. Thus these are nonzero mutually orthogonal polynomials. The first are linearly independent, and the vector space has dimension ; therefore .
For any , the function of the real parameter
has a minimum at . Its derivative there vanishes, proving . This is precisely the defining orthogonality of an orthogonal projection, or a least-squares polynomial in an orthogonal-polynomial basis. Conversely, this condition and the Pythagorean theorem for inner product spaces give , proving the minimum and its uniqueness.
Expand in the basis already established and take the inner product with . Orthogonality leaves , so
In particular and for . These are the corresponding Chebyshev series coefficients with the constant coefficient convention used in this question.
Take , as intended by the stated normalization. The Chebyshev polynomial recurrence , with and , shows by mathematical induction that has polynomial degree and leading coefficient . Consequently is a monic polynomial. At the ordered Chebyshev extreme points ,
and .
Suppose a monic polynomial of the same polynomial degree had . The difference has degree at most because its leading coefficients cancel. Its signs at the ordered extreme points strictly alternate. The intermediate value theorem supplies a distinct root of a polynomial between each consecutive pair, giving at least roots. This contradicts its degree bound. Hence the monic Chebyshev extremal polynomial satisfies
At the printed formula instead gives , which is not monic; the degree-zero minimizer is the constant one. This endpoint case requires the separate normalization .
Assume . The functional is the third forward difference: each forward difference lowers the polynomial degree by one, so it annihilates every polynomial of degree at most two. Directly, , , and .
The Peano kernel theorem now gives , where the Peano kernel of the third forward difference is
Here is the positive-part truncated power function. The normalized quadratic cardinal B-spline is
Its three polynomial pieces agree with the displayed kernel after rescaling, giving . Its knots are in the physical variable, and is positive throughout .
The kernel mass can be evaluated without integrating each piece: apply its representation to , whose third derivative is one. This gives . The weighted mean value theorem for integrals with a nonnegative weight therefore yields
Continuity of and strict positivity of the weight in the interior place an attained weighted-average value in that open interval, including the constant-derivative case.
The Lagrange interpolation polynomial is
The interpolation nodes are distinct, so these weights are well defined. Applying the same Lagrange interpolation to the constant polynomial one gives . Dividing this identity and the formula for by gives the barycentric interpolation formula
This displayed quotient is used away from the interpolation nodes; at its removable singularity is evaluated by setting . Multiplying every weight by the same nonzero constant leaves the quotient unchanged.
Chebyshev points are generally more reliable at high degree. The Chebyshev-Lobatto nodes, or the affine images of the roots of a Chebyshev polynomial, cluster near the interval endpoints and control the amplification measured by the Lebesgue constant of interpolation. Equally spaced interpolation nodes can produce large endpoint oscillations and the Runge phenomenon. This is a comparison of numerical robustness and general approximation behaviour, not a claim that one set minimizes the error for every individual function.

Pinned article: Introduction to the OurBigBook Project

Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
We have two killer features:
  1. topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculus
    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
    • a Wikipedia where each user can have their own version of each article
    • a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
    This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.
    Figure 1.
    Screenshot of the "Derivative" topic page
    . View it live at: ourbigbook.com/go/topic/derivative
  2. local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:
    This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
    Figure 5. . You can also edit articles on the Web editor without installing anything locally.
    Video 3.
    Edit locally and publish demo
    . Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
  4. Infinitely deep tables of contents:
    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
    Descendant pages can also show up as toplevel e.g.: ourbigbook.com/cirosantilli/chordate-subclade
All our software is open source and hosted at: github.com/ourbigbook/ourbigbook
Further documentation can be found at: docs.ourbigbook.com
Feel free to reach our to us for any help or suggestions: docs.ourbigbook.com/#contact