Basis inversion in lambda-recursive families: triangular kernels and polynomial basis changes
Abstract
We study polynomial families fn(x)n>=0 over a commutative ring R encoded by triangular arrays of order m, via expansions of the form fn(x)=sumb=0floor(n/m) lambda1(n,b) xn-mb, where lambda1 is the direct kernel supported on 0<=b<=floor(n/m). Under a simple discrete orthogonality condition, we prove the existence and uniqueness of an inverse kernel lambda3 (triangular of the same order) giving the inversion formula xn = sumb=0floor(n/m) lambda3(n,b) fn-mb(x). This reindexing principle yields explicit change-of-basis relations between two families, including the case of distinct step sizes m1 and m2, with connection coefficients obtained from a universal triangular sum once lambda3 is known. On the algebraic side, lambda1 defines a lower Hessenberg matrix M(n,k) (the algebraic expansion matrix) whose determinant governs inversion, providing closed determinantal expressions for lambda3(n,k). We introduce a class of lambda-recursive sequences of order m, specified by a principal factor (pn) and auxiliary factors (h(n,k)), for which det(M(n,k)) satisfies a recurrence enabling direct computation of inverse-kernel and basis-change coefficients. Classical families (e.g., Chebyshev, Legendre, Hermite, Laguerre, Fibonacci, Lucas) fit naturally into this framework, unifying their connection coefficients via the same triangular-array computations and supporting structured Clenshaw-type schemes and related applications.
Turn this paper into a full lesson
ArcXiv compiles a staged curriculum from this paper: 8-12 lessons across beginner → advanced, synthesised section guides, visuals, flashcards, a quiz, exercises, and on-demand deep dives per section. Grounded in the abstract, never invented.