quala
0.0.1a1
Quasi-Newton and other accelerators
External resources
Anderson acceleration
Donald G.M. Anderson, “Iterative procedures for nonlinear integral equations”.
Journal of the Association for Computing Machinery
, Vol. 12, No. 4, pp. 547─560, 1965.
Original paper introducing the idea of Anderson acceleration, not that relevant for the version we implemented.
Donald G.M. Anderson, Comments on “Anderson Acceleration, Mixing and Extrapolation,”
Numerical Algorithms
, Vol. 80, No. 1: pp. 135─234, 2017.
Long but interesting discussion of Anderson acceleration by Anderson himself, also discussing other publications on the topic.
Homer F. Walker and Peng Ni, “Anderson acceleration for fixed-point iterations,”
SIAM Journal on Numerical Analysis
, Vol. 49, No. 4, pp. 1715─1735, 2011.
Anderson acceleration applied to fixed-point iteration, covers the math used for the implementation of our algorithm.
PDF with pseudocode and Mᴀᴛʟᴀʙ implementation:
https://users.wpi.edu/~walker/Papers/anderson_accn_algs_imps.pdf
Vien V. Mai and Mikael Johansson, “Anderson Acceleration of Proximal Gradient Methods,”
arXiv:1910.08590
, 2020.
Guarded Anderson acceleration applied to the proximal gradient algorithm.
J.W. Daniel, W.B. Gragg, L. Kaufman and G.W. Stewart, “Reorthogonalization and stable algorithms for updating the Gram-Schmidt QR factorization,”
Mathematics of computation
, Vol. 30, No. 136, pp. 772─795, 1976.
Algorithm for incrementally updating the QR factorization as columns are added or removed.
Christian Bischof, Ping Tak Peter Tang, “Robust Incremental Condition Estimation,”
SIAM Journal on Matrix Analysis and Applications
, Vol. 11, No. 2, pp. 312─322, 1990.
This is on the todo list: estimate the condition of the QR factorization and drop columns if it is ill-conditioned (close to singular).
Another, newer (unpublished?) version:
https://www.osti.gov/biblio/10133022-Zz8cvq/native
Better quality PDF:
http://www.netlib.org/lapack/lawnspdf/lawn33.pdf
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