Edmond Laguerre Created 2026-10-18 Updated 2026-10-24
Portrait of Edmond Laguerre
. Unknown artist; nineteenth-century portrait of Edmond Laguerre; current version uploaded by Ssola. Public domain asserted by Commons in origin and life-plus-70 jurisdictions. Source usage terms, via Wikimedia Commons. Source. Gauss-Laguerre quadrature 2026-10-14
For the weight on , use the zeros of a degree- Laguerre polynomial as quadrature nodes. Divide a polynomial of degree at most by that polynomial. The quotient term integrates to zero by orthogonality and vanishes at every node; interpolation of the remainder proves exactness. The two-node rule has nodes and corresponding weights , with the larger weight at the smaller node.
Laguerre derivative square identity 2026-10-31
For polynomial solutions of the Laguerre differential equation, put . The equation gives . Integrating by parts gives the displayed identity; the factor kills the endpoint at zero and exponential decay kills the endpoint at infinity. Its left side is symmetric in , so subtracting the swapped identities proves orthogonality for distinct degrees. This provides a direct energy proof of orthogonality for the Laguerre polynomials without assuming their norm formula.
Laguerre differential equation Created 2026-10-18 Updated 2026-10-31
This equation has a regular singular point at zero and an irregular singular point at infinity. For a nonnegative integer , the solution analytic at zero with value one is the Laguerre polynomial . Its weighted self-adjoint form is , connecting it to the Laguerre differential operator on polynomials.
Laguerre differential operator on polynomials Created 2026-09-24 Updated 2026-09-24
On polynomials with weighted inner productthe operatoris self-adjoint because . Its eigenvalues on polynomials of degree at most are ; its eigenvectors are scalar multiples of the Laguerre polynomials.
Laguerre orthonormality 2026-10-31
The ordinary Laguerre polynomials, normalized by , are orthonormal for the weighted inner product displayed above. Their coefficient formula is . To prove the relation, use Rodrigues' formula and integrate by parts times against . For its th derivative vanishes. At zero every derivative of of order less than vanishes, and at infinity the exponential kills every polynomial boundary term. For , , so the integral is . Symmetry covers . Thus these are orthonormal without an extra normalization factor.
Laplace transform of a Laguerre polynomial Created 2026-10-20 Updated 2026-10-31
For the ordinary Laguerre polynomial , apply the Laplace transform to each term, using for . The binomial theorem givesThis proves the formula for every nonnegative integer . In particular has transform .
The Laguerre polynomial normalized by has coefficients . By the Leibniz rule, this is equivalent to Rodrigues' formula, . For any polynomial of degree below , applications of integration by parts give . All endpoint terms vanish: derivatives of of order below vanish at zero and decay at infinity. Since , the same calculation givesThus these orthogonal polynomials are already an orthonormal set for the weighted inner product with weight .
Substitute and compare the coefficient of . The two derivative terms give , while the remaining terms give . ThusIterating the recurrence givesIndeed the recurrence first vanishes at and then remains zero. Consequently the Laguerre polynomial iswith exact degree and leading coefficient . This is the regular power-series branch normalized at zero; the second branch at the repeated indicial root is not an additional analytic solution with this normalization.
For the two normalizations agree, and the Laguerre polynomials are orthonormal with weight . Take real . Their expansion coefficients for the requested function areSubstitute Rodrigues' formula and integrate by parts times. Differentiating transfers a factor after the two sign factors cancel. ThereforeThe integral is by the Gamma function. Boundary terms vanish throughout this range.
The resulting generating function for Laguerre polynomials isOne can also verify convergence and equality directly: Rodrigues' formula gives , and summing reduces the double series to the exponential on the left. The absolute-value double series converges for fixed and , justifying the interchange; the formula then also holds for complex in that disk.
Past exam of the mathematics course of the University of Cambridge 2009 ib Paper 1 14B Solution Created 2026-09-24 Updated 2026-10-14
Write with . Substitution into the ordinary differential equation givesUnless the series terminates, its coefficient ratio is , so it converges for every finite . A coefficient first vanishes exactly when is a nonnegative integer , and then , . Thus is a polynomial precisely for , in which caseis the normalized Laguerre polynomial.
Multiplying the differential equation by gives . Multiply by , subtract the equation with the indices exchanged, and integrate over . The boundary term vanishes both at zero and infinity. ThereforeThis is the weighted orthogonality of the Laguerre polynomials.
Their leading coefficients show . Since have distinct degrees, they form a basis of that polynomial space. Hence , and comparison of leading coefficients gives . Likewise the degrees of and for run through and , respectively. A nontrivial linear combination cannot cancel its highest-degree term, so these functions are linearly independent.
For , this gives the basis of the cubic polynomial space, establishing the specified expansion. Its weighted integral is : integrates to one, and are orthogonal to , and integrates to zero. At the two roots of , the expansion reduces to . Solving these two equations for givesFor explicit verification, the recurrence gives , . Thus , are distinct positive roots and , . This is the two-node Gauss-Laguerre quadrature rule, exact for every cubic.
Past exam of the mathematics course of the University of Cambridge 2023 ib Paper 3 9F Solution Created 2026-09-23 Updated 2026-09-25
To prove the finite-dimensional spectral theorem, first note that the continuous quadratic function has a maximum on the unit sphere. The Lagrange multiplier equation at a maximizing vector gives , so has a real unit eigenvector. Its orthogonal complement is invariant becauseInduction on the dimension supplies an orthonormal eigenbasis of that complement and hence of .
For ,while symmetry and bilinearity are immediate, so the displayed formula defines an inner product on . Sinceintegration by parts givesThe boundary term vanishes for polynomials, proving that is self-adjoint.
On the monomial ,Thus the matrix of in the monomial basis is triangular with diagonalThese are therefore its eigenvalues. For , corresponding eigenvectors arefor eigenvalues , respectively. They are the first Laguerre polynomials up to normalization, as described by the Laguerre differential operator on polynomials.
Past exam of the mathematics course of the University of Cambridge 2023 ii Paper 1 14E iv Solution Created 2026-09-24 Updated 2026-09-25
Write with . ThenTake to be a small positively oriented circle around . For , start at , travel to , and avoid the pole at zero by a fixed upper or lower detour. The endpoint factor vanishes at , and the exponential controls .
The finite contour extracts the residue at zero:Only powers occur, and the coefficient of is nonzero. Thus this solution is a polynomial of degree and, up to normalization, is the Laguerre polynomial :This also follows from the recurrence in part (i), because and every later coefficient vanishes.
Apply the Leibniz rule to the th derivative in Rodrigues' formula. If derivatives fall on and on , the corresponding term is . Cancelling the prefactor givesThe leading coefficient is nonzero, so this is a polynomial of degree exactly . In particular, the requested coefficients in areThese are the ordinary Laguerre polynomials, with normalization .
Write a second-order linear ordinary differential equation in monic form . At a finite point , an ordinary point has analytic . A singular point is a regular singular point if and extend analytically there. A singular point failing this condition is an irregular singular point. The point at infinity is classified by the reciprocal coordinate .
For the Laguerre differential equation, and . Thus and are analytic at zero, while itself is singular: zero is regular singular. Put . Since and , the transformed equation isHere is not analytic at zero, so infinity is an irregular singular point, for every real .
For the Frobenius solution, the lowest power has coefficient . Hence the indicial equation is , and equating the remaining powers givesWith the repeated root , the Frobenius series for the Laguerre differential equation obeysIf the series does not terminate, its consecutive term ratio is asymptotic to , so the ratio test gives infinite radius of convergence. It is an entire function, even though the differential equation has a singular coefficient at zero. The repeated indicial root yields only one analytic Frobenius branch; an independent solution generally has a logarithmic term there.
For , the factor stops the recurrence at degree . With its coefficients are , giving the Laguerre polynomialsThe same termination argument includes , as required for despite the earlier reference to positive integers.
For two real eigenfunctions, multiply the equation for by and the equation for by , then subtract. The terms cancel. The resulting Lagrange identity for a Sturm-Liouville operator isIntegrating first over and then taking the endpoint limits givesThe needed assumptions are that the improper integral exists and that the displayed boundary expression tends to zero at both endpoints. Bounded and their first derivatives are sufficient because , but are stronger than necessary. Merely knowing that does not control arbitrarily growing eigenfunctions. With the vanishing boundary form and distinct eigenvalues, division by proves orthogonality of Sturm-Liouville eigenfunctions:For complex eigenfunctions in a real self-adjoint differential operator problem, use instead, giving the corresponding weighted inner product.
Multiplying the particular equation by puts it in Sturm-Liouville form:ConsequentlyIts polynomial eigenfunctions are the Laguerre polynomials. Products of these polynomials, with or without one derivative, grow only algebraically at infinity. The exponential in therefore makes the boundary form vanish there; its factor makes it vanish at zero. Their orthogonality is thus
For , substitution of gives . For , substitution of gives and . Choosing , which fixes the otherwise arbitrary nonzero multiplicative constants, yieldsTheir product is . Using the Gamma function identity , also obtainable by repeated integration by parts, verifies the required orthogonality directly:
For real positive weight , the weighted inner product isThe functions must have finite weighted norm; the conjugate is omitted for real functions. Multiplying the differential equation by givesThus the Sturm-Liouville form has , and . With the positive-sign spectral convention defineThe existing Laguerre differential operator on polynomials uses the opposite operator , with eigenvalues ; keeping this sign convention explicit avoids confusing the two descriptions.
For admissible , integration by parts givesThe boundary form must vanish for every pair in the self-adjoint domain. In the usual regular-at-zero Laguerre realization one imposes , excluding the logarithmic branch; at infinity one uses the weighted square-integrable domain with vanishing boundary form. A condition would be inappropriate for polynomial eigenfunctions. For any pair of polynomials, the factor makes the boundary form zero at zero, while the exponential beats all polynomial growth at infinity. These functions also have finite weighted norms.
Self-adjointness yields , giving orthogonality of Sturm-Liouville eigenfunctions:For the specified polynomials, direct differentiation gives and . Hence their eigenvalues in the displayed convention are 1 and 3, respectively, or −1 and −3 for .
To find the quadratic, put . The equation reduces to . Thus , . Since ,These are scalar multiples of the Laguerre polynomials of degrees one, three and two.
For , the first integral is , so all solutions with the prescribed interior normalization areTwo independent choices areThey both equal one at , and their Wronskian is . For sufficiently large , the last unit interval contributes at least , proving that . These are the zero-eigenvalue solutions of the Laguerre differential equation, with the second expressible through the exponential integral. It also has a logarithmic singularity at zero and is not an admissible polynomial or weighted square-integrable eigenfunction. An interior value alone does not enforce the endpoint conditions of the spectral problem.
Multiplication by a positive weight puts the differential equation into Sturm-Liouville form if . Thus , and the constant factor can be chosen so thatThis fixes the otherwise arbitrary normalization of the weight consistently with the requested unit norms.
Write the polynomial as . Comparing coefficients givesConsequently , identifying the solutions as Laguerre polynomials. In particular,Repeated integration by parts gives the moments . ThereforeFor later use, integration by parts in the weighted eigenvalue equations also givesThe endpoint expression vanishes because of the factor at zero and exponential decay at infinity. Hence distinct Laguerre polynomials are orthogonal, an instance of orthogonality of Sturm-Liouville eigenfunctions.
