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Numerical linear algebra is at the heart of scientific and industrial discoveries.The forthcoming arrival of the exascale era provides tremendous opportunities and challenges for further development of algorithms and software extreme-scale computing.This minisymposium emphasizes problem reformulations,algorithm redesigns and code refactorings for the efficient use of high performance computers.