Optimal rates of convergence of matrices with applications

التفاصيل البيبلوغرافية
العنوان: Optimal rates of convergence of matrices with applications
المؤلفون: Bauschke, Heinz H., Cruz, J. Y. Bello, Nghia, Tran T. A., Phan, Hung M., Wang, Xianfu
سنة النشر: 2014
المجموعة: Mathematics
مصطلحات موضوعية: Mathematics - Optimization and Control, Mathematics - Numerical Analysis, 65F10, 65F15
الوصف: We present a systematic study on the linear convergence rates of the powers of (real or complex) matrices. We derive a characterization when the optimal convergence rate is attained. This characterization is given in terms of semi-simpleness of all eigenvalues having the second-largest modulus after 1. We also provide applications of our general results to analyze the optimal convergence rates for several relaxed alternating projection methods and the generalized Douglas-Rachford splitting methods for finding the projection on the intersection of two subspaces. Numerical experiments confirm our convergence analysis.
Comment: 32 pages, 3 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/1407.0671
رقم الأكسشن: edsarx.1407.0671
قاعدة البيانات: arXiv