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Wilkinson's polynomial
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==Background== Wilkinson's polynomial arose in the study of algorithms for finding the roots of a polynomial <math display="block"> p(x) = \sum_{i=0}^n c_i x^i. </math> It is a natural question in numerical analysis to ask whether the problem of finding the roots of {{math|''p''}} from the coefficients {{math|''c''<sub>''i''</sub>}} is [[condition number|well-conditioned]]. That is, we hope that a small change in the coefficients will lead to a small change in the roots. Unfortunately, this is not the case here. The problem is ill-conditioned when the polynomial has a [[multiple root]]. For instance, the polynomial {{math|''x''<sup>2</sup>}} has a double root at {{math|1=''x'' = 0}}. However, the polynomial {{math|''x''<sup>2</sup> β ''Ξ΅''}} (a perturbation of size ''Ξ΅'') has roots at {{math|Β±β''Ξ΅''}}, which is much bigger than {{math|''Ξ΅''}} when {{math|''Ξ΅''}} is small. It is therefore natural to expect that ill-conditioning also occurs when the polynomial has zeros which are very close. However, the problem may also be extremely ill-conditioned for polynomials with well-separated zeros. Wilkinson used the polynomial {{math|''w''(''x'')}} to illustrate this point (Wilkinson 1963). In 1984, he described the personal impact of this discovery: <blockquote>''Speaking for myself I regard it as the most traumatic experience in my career as a numerical analyst.''<ref> {{Cite book|last=Wilkinson |first=James H. |authorlink=James H. Wilkinson |editor=Gene H. Golub |title= Studies in Numerical Analysis |year=1984 |publisher=Mathematical Association of America |isbn=978-0-88385-126-5 |pages=3 |chapter=The perfidious polynomial}}</ref></blockquote> Wilkinson's polynomial is often used to illustrate the undesirability of naively computing [[eigenvalue]]s of a [[matrix (mathematics)|matrix]] by first calculating the coefficients of the matrix's [[characteristic polynomial]] and then finding its roots, since using the coefficients as an intermediate step may introduce an extreme ill-conditioning even if the original problem was well-conditioned.<ref name=TrefethenBau>{{Citation|first1=Lloyd N. |last1=Trefethen |first2= David|last2= Bau|title=Numerical Linear Algebra|publisher=SIAM|year=1997}}</ref>
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