The dual space is the vector space of linear maps , with pointwise operations. For the given basis define coordinate forms by . These are linear and satisfy . If , evaluation at gives . For every linear form ,
so the coordinate forms span the dual and form its dual basis.
In the polynomial example write . Then
These recover all three coefficients, so they span and, since the dual has dimension three, form a basis. Explicitly the basis dual to is
Evaluation on the three monomials verifies the dual-basis identities directly.
Put and define the Lagrange interpolation polynomials
Their denominators are nonzero and . The polynomial has degree at most and vanishes at all distinct scalars, so it is zero. Suppose condition (a) holds, and put . Since is a constant multiple of ,
Thus each lies in , and every vector is a sum of such vectors. If with , applying gives , because . Hence the sum is direct, proving (b). Conversely, on each the factor vanishes; the factors commute, so vanishes on every summand and therefore on . This proves the equivalence without invoking primary decomposition.
If and , then , so . Conversely, if each summand is preserved, then on both and act as . They agree on all summands and hence on . Therefore
For a nonzero principal part the discriminant classifies the equation: it is hyperbolic for , parabolic for , and elliptic for . These are the three definitions requested by the inline roman labels.
In the hyperbolic case the characteristic equation gives two distinct real tangent directions. Locally, with suitably smooth coefficients, solve the corresponding characteristic ordinary differential equations to obtain two independent families of curves. Label their level sets and . Their gradients satisfy
and the coordinate Jacobian is nonzero. The chain rule therefore eliminates and . The remaining mixed coefficient is nonzero: otherwise the invertible coordinate change would send the nondegenerate principal quadratic form to zero. Divide by this coefficient and absorb all first-order terms into , giving . This canonical reduction is local; a global chart is not automatic.
For the specific equation , so it is hyperbolic exactly on , elliptic for , and degenerate parabolic on . For and , the Jacobian is . Direct differentiation gives
Since , the canonical form is
The characteristic families are and , with slopes . They are distinct for and meet the degeneracy line with coincident vertical tangent directions.
Figure 1.
The two characteristic families in the hyperbolic region
. Details.
Put
Leibniz differentiation gives and . Thus satisfies both zero initial conditions and the inhomogeneous equation. Every solution with is .
On , the second endpoint determines uniquely, since . Collecting the integrals, and using the sine addition formula for , gives
This continuous kernel vanishes at the endpoints, satisfies off , and has derivative jump , as required for . The preceding construction proves existence, and a homogeneous solution with both endpoints zero must vanish, proving uniqueness.
On , instead, the second boundary value becomes
Thus solvability is equivalent to . When it holds, all solutions are
There is one free homogeneous mode because the endpoint length is resonant.
On let and bound by on the compact integration region. Write . The iteration gives . Induction, integrating absolute values also when , gives
The exponential series is summable uniformly for . The Weierstrass M-test therefore proves uniform convergence to a continuous function . Also , so passing to the limit yields .
For the indicated kernel, twice differentiating its integral gives
Conversely integrating the differential equation twice, with these initial conditions, gives the integral equation. This is valid also for negative , either by oriented integration or by differentiating the double-integral identity.
For every finite the continuous kernel meets the preceding hypotheses. Solutions on overlapping intervals agree: if is their difference, iteration gives for every , forcing . The solutions therefore patch to one solution defined on all of .
For , a singular point at zero is regular when and extend analytically to zero. Here
so these products are analytic at zero. The equation remains singular there because has a pole.
Substitute . The lowest power gives the indicial equation . Comparing the next powers gives
For the denominators do not vanish. With , and , so
With , the recurrence becomes
Consequently on , with the binomial series for its last factor. The nonzero coefficient ratios tend to one, giving radius one for that power-series factor. The factor specifies the Frobenius branch; the different leading powers prove independence.
When , both indicial roots become zero and the analytic Frobenius solution in both cases is a multiple of . To obtain the missing solution use reduction of order. Away from zero and one, , hence
Thus the real general solution on any interval avoiding the singular points is
Its Wronskian with is , proving independence. For complex solutions choose a logarithm branch on a suitable simply connected region.
Expanding gives , so either operator is idempotent exactly when the other is. For an idempotent ,
If , write ; then . Hence .
Next,
If the right side vanishes, left multiplication by gives , while right multiplication gives . Subtraction shows , and their original sum now gives . Over the real or complex numbers this implies .
For three idempotents summing to , each pair sum equals the complementary idempotent . Thus every product of distinct operators vanishes. Every vector equals . If with , applying gives . Therefore
Take a basis of each summand and unite the three bases. A vector in the th basis has eigenvalue one for and zero for the other two, so this is the requested common eigenbasis. Zero summands simply contribute no basis vectors.
For a nonnegative integer , put on the unit circle. Since and ,
The residue at zero is the coefficient of in , namely . The residue theorem gives
The contour integrand has no other poles. The formula also includes , giving .

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