The minimal polynomial is the unique monic polynomial of least degree with . Existence follows from a linear dependence among powers of in the finite-dimensional vector space ; polynomial division proves uniqueness and that it divides every annihilating polynomial. The characteristic polynomial is , independent of basis because a change of basis conjugates the matrix.
Write
In the cyclic basis, the companion matrix is
For , the displayed vector relation gives . Polynomial evaluation commutes with , so for every basis vector. Thus .
No nonzero polynomial of degree below can annihilate , since applying it to the cyclic vector would contradict independence of . Hence . Finally, direct expansion of , or induction along the last column, gives . Therefore
The argument computes the determinant and annihilator directly and does not invoke the Cayley-Hamilton theorem.
A projection is a linear operator satisfying ; it need not be an orthogonal projection without an inner product. Pairwise annihilation gives
Thus their sum is a projection.
The identities imply . Since is nonsingular, . Also
so . Conversely, if , applying gives . For the eigenvalues are distinct, hence . Since , , proving .
Every vector is . If with , applying gives . Thus
These operators are the spectral projections of a diagonalizable matrix, expressed without choosing an eigenbasis.
For a self-adjoint operator on a finite-dimensional complex inner product space, every eigenvalue is real and eigenspaces for distinct eigenvalues are orthogonal. The spectral theorem gives an orthonormal eigenbasis. Accordingly
and the are orthogonal projections satisfying . Since is nonsingular, none of its eigenvalues is zero. Its representing matrix in the orthonormal eigenbasis is real diagonal.
Reduction modulo the prime preserves integer addition, multiplication, and one:
Every congruence class has an integer representative, so the ring homomorphism is onto. Its kernel is exactly . The quotient is a field because every class not divisible by has a multiplicative inverse by Bézout's identity.
For the coefficientwise extension to the polynomial ring, addition is preserved term by term. If and , the coefficient of in their product is . Reducing it modulo gives , the coefficient in . Thus multiplication and one are preserved as well. Lift each coefficient of a polynomial over to an integer to prove surjectivity. The kernel is
Indeed, its elements are precisely the polynomials whose coefficients are all divisible by .
In the binomial theorem expansion of , every intermediate coefficient is divisible by : the numerator contains the prime factor , while does not for . Hence
For , the last equality uses in characteristic two. This is an instance of the Frobenius endomorphism.
Write , so the real and imaginary components are and . The Cauchy-Riemann equations require , namely ; the other equation is . The first relation fails off the line , so the function is not holomorphic on . It is complex differentiable at points of that line, but a line contains no open neighborhood on which the equations hold.
The reciprocal map is holomorphic for , and the complex exponential is entire. Its denominator vanishes exactly when
All these points are excluded from . The set is open: it is the inverse image of under the reciprocal map on . A reciprocal of a nonvanishing holomorphic function is holomorphic. Therefore is holomorphic throughout .
The set has two open connected components, the left and right half-planes. On each the function is constant in a neighborhood of every point, so its complex derivative is zero everywhere. Thus is holomorphic on . A holomorphic function can take different constant values on different components of a disconnected domain.
At any point on the imaginary axis, approaching from the left gives limit , while the assigned value and the right-hand limit are . Thus the function is discontinuous on that axis. Complex differentiability implies continuity, so is not holomorphic on . It is holomorphic separately in the two open half-planes.
The hyperbolic cosine is entire and . Continuity makes it nonzero in a neighborhood of zero, so its reciprocal is holomorphic there and has a convergent Taylor series. Since and its reciprocal are even, all odd coefficients vanish.
Multiply the proposed expansion by :
Coefficient comparison gives and , hence
The zeros of solve , so they are , . The nearest ones are , and they are simple because is nonzero there. The hyperbolic secant has genuine poles at these points and is holomorphic in the disk of radius . The radius of convergence of its Taylor series is therefore
Let . For , close the interval by the upper semicircle, counterclockwise. Its only enclosed pole is , with residue . The residue theorem gives
On , and . Hence the arc is bounded by
by the supplied estimate, with parameter .
For , close below, with clockwise orientation. The pole at lies outside, and the exponential decays there. Parametrizing the lower arc yields the same bound with in place of . Its contribution again tends to zero, and no residue remains. Therefore
Figure 1.
The exponential selects the half-plane in which the closing arc decays
. Details.
This is the contour-decay mechanism behind Jordan's lemma; the pole contributes only when the decaying closure encloses it.
Rewrite the linear equation as . The initial value gives the unique solution
The Picard iteration is its integral equation
The proposed formula holds for . If it holds at , termwise integration of the finite sum and give
This proves the expression by induction. The exponential series then gives . Convergence is also uniform on every compact subinterval of , since is bounded there and the exponential majorant series converges. This is Picard iteration for a simple-pole linear differential equation.
Write the principal part as . The characteristic curves satisfy
or . Integration gives and . Thus take , . Their Jacobian determinant is , and their image is .
For , the chain rule gives
The first-derivative terms cancel exactly. The canonical form of a second-order partial differential equation is
On , . Differentiating this condition in and using gives
Hence and . Substitution into the value condition fixes their combined constant and yields
Direct substitution verifies the PDE and both initial data. The cancellation illustrates a hyperbolic equation reduced by an exponential characteristic coordinate.
Under the usual piecewise smoothness and exponential-order conditions, integration by parts in the Laplace transform gives
The boundary term at infinity vanishes in the transform's half-plane of convergence. The value at zero supplies the initial-data term.
The convolution theorem for Laplace transforms states
when and the transforms converge appropriately. One proves it by changing variables in the double integral over , which becomes the product domain . Absolute convergence justifies the interchange.
Using and integrating the two exponentials for ,
This also follows directly by two integrations by parts in the Laplace transform.
Applying the derivative rule twice and using both zero initial data gives
so . By the convolution theorem for Laplace transforms,
Use the product-to-sum identity to integrate:
It satisfies , and differentiation gives . The term proportional to is the resonant response of the forced harmonic oscillator.

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