Fetching the paper…
Reading the bibliography…
It is known that the gradient descent algorithm converges linearly when applied to a strongly convex function with Lipschitz gradient.
An algorithm for quadratic programming
M. Frank and P. Wolfe · 1956
Earlier work this paper cites.
Convergence theory in nonlinear programming
P. Wolfe · 1970
Earlier work this paper cites.
Some comments on Wolfe’s away step
J. Guélat and P. Marcotte · 1986
Earlier work this paper cites.
Nonlinear Programming
D. Bertsekas · 1999
Earlier work this paper cites.
Condition number complexity of an elementary algorithm for computing a reliable solution of a conic linear system
M. Epelman and R. M. Freund · 2000
Earlier work this paper cites.
A conditional gradient method with linear rate of convergence for solving convex linear systems
A. Beck and M. Teboulle · 2004
Cited alongside, same era.
Introductory Lectures on Convex Optimization: A Basic Course
Y. Nesterov · 2004
Cited alongside, same era.
Linear convergence of a modified Frank-Wolfe algorithm for computing minimum-volume enclosing ellipsoids
S. Ahipasaoglu, P. Sun, and M. Todd · 2008
Cited alongside, same era.
A linearly convergent linear-time first-order algorithm for support vector classification with a core set result
P. Kumar and E. A. Yildirim · 2011
Cited alongside, same era.
Revisiting Frank-Wolfe: Projection-free sparse convex optimization
M. Jaggi · 2013
Cited alongside, same era.
Linearly convergent away-step conditional gradient for non-strongly convex functions
A. Beck and S. Shtern
Cited in the paper.
A novel Frank-Wolfe algorithm. Analysis and applications to large-scale SVM training
R. Ñanculef, E. Frandi, C. Sartori, and H. Allende · 2014
Later among the works it cites.
On the global linear convergence of Frank-Wolfe optimization variants
S. Lacoste-Julien and M. Jaggi · 2015
Closest in time.
A linearly convergent conditional gradient algorithm with applications to online and stochastic optimization
D. Garber and E. Hazan · 2016
Closest in time.
On the von Neumann and Frank-Wolfe algorithms with away steps
J. Peña, D. Rodríguez, and N. Soheili · 2016
Closest in time.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…