The powers of the imaginary unit have period four. Hence
while
Thus , so
Since and ,
Use the principal complex logarithm, for which , and set
Then the definition of complex exponentiation gives
and therefore
Other choices of branch of the complex logarithm produce further valid answers.
Write with . On a fixed branch of the complex logarithm on which and , the equation becomes
Its real and imaginary parts give the same condition , or
This is a logarithmic spiral. For the principal complex logarithm, it is the portion parametrized by that avoids the branch cut.
The Leibniz formula for determinants is
Equivalently, the determinant is the unique alternating function of the rows that is multilinear and takes value one on the identity matrix. Multiplying one row by therefore gives
The scalar multiplication multiplies every one of the rows by . Applying multilinearity of the determinant once to each row gives
Interchanging two rows reverses the sign of an alternating multilinear map, so
In the Leibniz formula for determinants, the same result follows by composing every permutation with the corresponding transposition, which reverses its sign.
Let the columns be , and replace by , where . By multilinearity of the determinant,
The second determinant vanishes because it has two equal columns. Hence
Condition (i) is insufficient because the allowed limit may be zero. For example, is nonzero and converges to zero, whereas does not converge in .
Condition (ii) is sufficient. If , then eventually . Therefore
so
Condition (iii) is also sufficient. If did not tend to infinity, some would contain infinitely many terms with . Those terms form a bounded subsequence, and the Bolzano-Weierstrass theorem would give it a convergent subsequence, contrary to the hypothesis. Hence and
Let
The set contains zero. If and , then by comparison. Moreover, if the original power series diverges at , no can lie in , because absolute convergence at would imply absolute convergence at . Thus is finite and nonnegative.
If , choose with ; comparison gives absolute convergence at . If and the series converged at , then its terms would be bounded. For any with ,
so the geometric series comparison would put in , contradicting the definition of . This proves the radius of convergence property.
For , the ratio is , so the geometric series criterion gives
The inequality gives, for ,
For , the terms have magnitude at least and therefore do not tend to zero, so the series diverges by the term test for divergence. Hence
Using the Levi-Civita symbol and the epsilon-delta identity,
This proves the vector triple product identity
Applying it inside the scalar triple product gives Lagrange's identity
The vector triple product identity gives
Taking the dot product with therefore yields
Write
The first equation is then automatic, while the second becomes
Thus the general solution is
As varies, and are antipodal points of the sphere with center and radius , so they are opposite ends of a diameter.
Let the vertex position vectors be . Suppose
Subtracting the second scalar product from the first gives
so the remaining pair of opposite edges of a tetrahedron is also perpendicular.
Put
Direct expansion gives, cyclically,
with the other two differences equal to minus twice the scalar products of the other opposite-edge pairs. All three scalar products vanish, hence
The columns of are the coordinates of the vectors , so they form a basis exactly when
For a linear transformation , define its matrix representation in the standard basis by
The change-of-basis matrix satisfies . Therefore
and multiplication by gives the similar matrix relation
The characteristic polynomial of the displayed is
Eigenvectors , , and give
Indeed, and
so . Finally, the diagonalization of a matrix gives
Choose
The Leibniz formula for determinants shows that its leading term is , as required. A scalar is an eigenvalue exactly when has a nonzero kernel, equivalently when it is singular, so
The fundamental theorem of algebra gives a complex root of the degree- polynomial , so every nonempty complex square matrix has at least one complex eigenvalue.
Eigenvectors belonging to distinct eigenvalues are linearly independent. Under the hypothesis they therefore form a basis . For every ,
because . A linear map that vanishes on a basis is zero, hence
This proves the Cayley-Hamilton theorem in the distinct-eigenvalue case.
Over , triangularize and denote its eigenvalues, with algebraic multiplicity, by . Then
The numbers are all the root of unity solutions of , so
Consequently
If is an eigenvalue of , choose with . The displayed identity makes at least one factor zero. Thus is an eigenvalue of and
Let
Since and , separating the even and odd terms of the matrix exponential gives
and
Direct multiplication and the identities and give
Thus is an orthogonal matrix, while preserves the indefinite quadratic form .
The matrix fixes the first coordinate and restricts to one half of the rotation generator on the last two coordinates. Hence
The matrix fixes the second coordinate and satisfies the hyperbolic-generator relation on the first and third coordinates. Therefore
The rotation matrix commutes with and is orthogonal, so
Since ,
On the first and third coordinates, the identity from part (b) gives ; the second coordinate is also unchanged. Thus
The Cauchy functional equation first gives and . If , then continuity at the given point gives
so is continuous at zero. For every ,
so is continuous everywhere.
Put . Additivity gives for integers and then for rational numbers. For any real , choose rationals ; continuity gives
For the multiplicative equation, . If , then for every . Otherwise . In that case
and cannot vanish because . Hence is everywhere positive. The continuous function satisfies the Cauchy functional equation, so . Therefore the complete family is
The intermediate value theorem states that if is continuous and lies between and , then some satisfies .
Assume and let
The least-upper-bound property makes well defined. If , continuity gives points immediately to the right of in , contradicting that is an upper bound. If , continuity gives a left neighborhood of disjoint from , contradicting the definition of the supremum. Thus . The endpoint and reversed-order cases follow directly or by replacing with .
The mean value theorem states that if is continuous on and differentiable on , then some satisfies
For the functions in the question, the definition of the derivative makes continuous at and continuous at , with
If the middle secant slope equals , take . If it exceeds , the intermediate value theorem applied to gives with , and we take . If it is below , apply the theorem to to obtain with , and take . In every case
The mean value theorem on this subinterval then produces with
This is the Darboux theorem for derivatives for the stated pair of derivative values.
For positive ,
The comparison test for series therefore gives
The arithmetic-geometric mean inequality gives
Thus convergence of implies convergence of by the comparison test for series.
The converse is false. Define
The even terms make diverge, while
so the neighboring geometric-mean series converges.
Suppose diverges. Positivity implies . Put for . Since ,
If converged, then eventually and
Summing would bound the telescoping quantity , contradicting . Therefore
The converse is true. If , then and
Taking the contrapositive shows that divergence of the ratio series forces divergence of .
For a partition of an interval , put
The upper Darboux sum and lower Darboux sum are
The upper and lower integrals are
The bounded function is Riemann integrable when these values agree, and their common value is its Riemann integral.
For the indicator of the rational numbers, every nondegenerate interval contains both a rational number and an irrational number. Hence every upper sum is one and every lower sum is zero. The function is not Riemann integrable.
Let be the union of the closed intervals remaining after steps of the Cantor set construction. Their total length is . Any point outside has a ternary expansion with a among its first digits, so . Endpoints of deleted intervals also belong to because they have an alternative ternary expansion containing a , as in .
A partition using all endpoints of has lower Darboux sum at least
Since is dense, every upper Darboux sum is one. Letting gives equal upper and lower integrals, and therefore
Both and its complement are dense. Indeed, inside any sufficiently small ternary cylinder, extend its finite digit prefix by a tail containing infinitely many s to obtain a point of , or by a tail of all zeros to obtain a point outside . Therefore every nondegenerate interval has supremum one and infimum zero for the indicator function. Its upper integral is one and its lower integral is zero, so
The characteristic polynomial of the homogeneous linear ordinary differential equation is
so its complementary solution is . Because the forcing contains the resonant factor , set . Substitution gives
Writing , a polynomial particular solution of is , and hence . Thus
Boundedness as forces , while the initial condition gives . Therefore
Substituting the proposed form into the linear system of ordinary differential equations gives
If is not an eigenvalue of , the matrix is invertible, so
provides the required particular solution.
In the stated two-dimensional case,
and therefore . The eigenvalues of are , with corresponding eigenvectors and . Adding the general solution of the homogeneous system yields
Since the natural logarithm is increasing, comparison with an integral gives
The lower bound is . Dividing all three expressions by and applying the squeeze theorem gives
Stirling formula states
Every allocation is determined by the set of children on the red bus, so there are equally likely allocations. Exactly one places every boy on red and every girl on green. Hence
Applying Stirling formula to the numerator and denominator gives the central binomial coefficient asymptotic
and therefore
Independence of random variables and the two unit-rate exponential distributions give
The linear transformation
has determinant and inverse
The inequalities become . By the change-of-variables formula for probability densities,
The variables and are not independent: the support of their joint density is a wedge rather than a Cartesian product of one-dimensional supports. For example, conditioning on a positive value of constrains to a finite interval depending on that value.
The Taylor expansions about are
Adding them cancels the odd powers of and gives
Thus the centred finite difference has truncation error , so .
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