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produces an exact line search. Because this can be computationally expensive, frequently an algorithm will nd a value that roughly approximates the minimum; this is called an inexact line search. Proofs for some theorems on the convergences of various methods require that the line search be exact. The second problem is that computing rst derivatives for a method that only uses gradient information is much less onerous than also computing second derivatives for a method that explicitly uses Hessian information, too. Analytic derivatives are well known to be more reliable than their numerical counterparts. However, it is frequently the case that the user must calculate and then code these derivatives, a not insubstantial undertaking. When the user must calculate and code derivatives, the user often relies, instead, solely on numerical derivatives (Dennis 1984, p. 1766). Some packages offer automatic differentiation, in which a specialized subroutine calculates analytic derivatives, automatically, thus easing appreciably the burden on the user. See Nocedal and Wright (1999, Chap. 7) for a discussion of automatic derivatives. Automatic differentiation is not perfect, and on rare occasions the automatic derivatives are not numerically ef cient. In such a case, it may be necessary to rewrite or otherwise simplify the expressions for the derivatives. Of course, it is also true that user-supplied analytic derivatives may need rewriting or simpli cation. java code 128 reader Barcode Reader . Free Online Web Application
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