Eigenvalue Computation in the 20th Century
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Publication date
2000-01-01
Authors
Golub, G.H.
Vorst, H.A. van der
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Document Type
Preprint
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Abstract
This paper sketches the main research developments in the area of computational meth
ods for eigenvalue problems during the 20th century. The earliest of such methods dates
back to work of Jacobi in the middle of the nineteenth century. Since computing eigenvalues
and vectors is essentially more complicated than solving linear systems, it is not surprising
that highly significant developments in this area started with the introduction of electronic
computers around 1950. In the early decades of this century, however, important theoretical
developments had been made from which computational techniques could grow. Research in
this area of numerical linear algebra is very active, since there is a heavy demand for solving
complicated problems associated with stability and perturbation analysis for practical appli
cations. For standard problems, powerful tools are available, but there still remain many open
problems. It is the intention of this contribution to sketch the main developments of this
century, especially as they relate to one another, and to give an impression of the state of the
art at the turn of our century.