|
The Kantorovich theorem is a mathematical statement on the convergence of Newton's method. It was first stated by Leonid Kantorovich in 1940. Newton's method constructs a sequence of points that—with good luck—will converge to a solution of an equation or a vector solution of a system of equation . The Kantorovich theorem gives conditions on the initial point of this sequence. If those conditions are satisfied then a solution exists close to the initial point and the sequence converges to that point. == Assumptions == Let be an open subset and a differentiable function with a Jacobian that is locally Lipschitz continuous (for instance if it is twice differentiable). That is, it is assumed that for any open subset there exists a constant such that for any : holds. The norm on the left is some operator norm that is compatible with the vector norm on the right. This inequality can be rewritten to only use the vector norm. Then for any vector the inequality : must hold. Now choose any initial point . Assume that is invertible and construct the Newton step The next assumption is that not only the next point but the entire ball is contained inside the set ''X''. Let be the Lipschitz constant for the Jacobian over this ball. As a last preparation, construct recursively, as long as it is possible, the sequences , , according to : 抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)』 ■ウィキペディアで「Kantorovich theorem」の詳細全文を読む スポンサード リンク
|