Abstract
In the previous chapter, we showed that the step direction for the path-following method can be decomposed into a linear combination of three directions: a direction toward optimality, a direction toward feasibility, and a direction toward centrality. It turns out that these directions, or minor variants of them, arise in all interior-point methods.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Bibliography
Barnes, E. (1986). A variation on Karmarkar’s algorithm for solving linear programming problems. Mathematical Programming, 36, 174–182.
Dikin, I. (1967). Iterative solution of problems of linear and quadratic programming. Soviet Mathematics Doklady, 8, 674–675.
Dikin, I. (1974). On the speed of an iterative process. Upravlyaemye Sistemi, 12, 54–60.
Hall, L., and Vanderbei, R. (1993). Two-thirds is sharp for affine scaling. OR Letters, 13, 197–201.
Karmarkar, N. (1984). A new polynomial time algorithm for linear programming. Combinatorica, 4, 373–395.
Mascarenhas, W. (1997). The affine scaling algorithm fails for λ = 0. 999. SIAM Journal on Optimization, 7, 34–46.
Saigal, R. (1995). Linear programming. Boston: Kluwer.
Tsuchiya, T., and Muramatsu, M. (1992). Global convergence of a long-step affine scaling algorithm for degenerate linear programming problems. SIAM Journal on Optimization, 5(3), 525–551.
Vanderbei, R. (1989). Affine scaling for linear programs with free variables. Mathematical Programming, 43, 31–44.
Vanderbei, R., Meketon, M., and Freedman, B. (1986). A modification of Karmarkar’s linear programming algorithm. Algorithmica, 1, 395–407.
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer Science+Business Media New York
About this chapter
Cite this chapter
Vanderbei, R.J. (2014). The Affine-Scaling Method. In: Linear Programming. International Series in Operations Research & Management Science, vol 196. Springer, Boston, MA. https://doi.org/10.1007/978-1-4614-7630-6_21
Download citation
DOI: https://doi.org/10.1007/978-1-4614-7630-6_21
Publisher Name: Springer, Boston, MA
Print ISBN: 978-1-4614-7629-0
Online ISBN: 978-1-4614-7630-6
eBook Packages: Business and EconomicsBusiness and Management (R0)