New Recurrence Relationships between Orthogonal Polynomials which Lead to New Lanczos-type Algorithms

preprint2014arXivOpen access

Abstract

Lanczos methods for solving Ax=b\textit{A}\textbf{x}=\textbf{b} consist in constructing a sequence of vectors (xk),k=1,...(\textbf{x}_k), k=1,... such that rk=b−Axk=Pk(A)r0\textbf{r}_{k}=\textbf{b}-\textit{A}\textbf{x}_{k}=\textit{P}_{k}(\textit{A})\textbf{r}_{0},, where Pk\textit{P}_{k} is the orthogonal polynomial of degree at most kk with respect to the linear functional cc defined as c(ξi)=(y,Air0)c(ξ^i)=(\textbf{y},\textit{A}^i\textbf{r}_{0}). Let Pk(1)\textit{P}^{(1)}_{k} be the regular monic polynomial of degree kk belonging to the family of formal orthogonal polynomials (FOP) with respect to c(1)c^{(1)} defined as c(1)(ξi)=c(ξi+1)c^{(1)}(ξ^{i})=c(ξ^{i+1}). All Lanczos-type algorithms are characterized by the choice of one or two recurrence relationships, one for Pk\textit{P}_{k} and one for Pk(1)\textit{P}^{(1)}_{k}. We shall study some new recurrence relations involving Pk\textit{P}_{k} and Pk(1)\textit{P}^{(1)}_{k} and their possible combination to obtain new Lanczos-type algorithms. We will show that some recurrence relations exist, but cannot be used to derive Lanczos-type algorithms, while others do not exist at all.

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