Interval matrices: singularity and real eigenvalues
SIAM Journal on Matrix Analysis and Applications
Matrix analysis and applied linear algebra
Matrix analysis and applied linear algebra
Interval analysis: theory and applications
Journal of Computational and Applied Mathematics - Special issue on numerical analysis in the 20th century vol. 1: approximation theory
Principal component analysis on interval data
Computational Statistics
An algorithm for addressing the real interval eigenvalue problem
Journal of Computational and Applied Mathematics
Bounds on Real Eigenvalues and Singular Values of Interval Matrices
SIAM Journal on Matrix Analysis and Applications
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We consider the eigenvalue problem for the case where the input matrix is symmetric and its entries are perturbed, with perturbations belonging to some given intervals. We present a characterization of some of the exact boundary points, which allows us to introduce an inner approximation algorithm, that in many case estimates exact bounds. To our knowledge, this is the first algorithm that is able to guarantee exactness. We illustrate our approach by several examples and numerical experiments.