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Summarizes the advances in the area of high performance solutions of structured linear systems as well as the area of structured eigenvalue and singular-value problems. This title discusses implementation issues on numerous parallel architectures such as vector computers, shared and distributed memory multiprocessors, and clusters of workstations.