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A nonsmooth algorithm for cone-constrained eigenvalue problems

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Abstract

We study several variants of a nonsmooth Newton-type algorithm for solving an eigenvalue problem of the form

$$K\ni x\perp(Ax-\lambda Bx)\in K^{+}.$$

Such an eigenvalue problem arises in mechanics and in other areas of applied mathematics. The symbol K refers to a closed convex cone in the Euclidean space ℝn and (A,B) is a pair of possibly asymmetric matrices of order n. Special attention is paid to the case in which K is the nonnegative orthant of ℝn. The more general case of a possibly unpointed polyhedral convex cone is also discussed in detail.

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Adly, S., Seeger, A. A nonsmooth algorithm for cone-constrained eigenvalue problems. Comput Optim Appl 49, 299–318 (2011). https://doi.org/10.1007/s10589-009-9297-7

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