The focus of this dissertation is the advancement of theory and computation related to exact precision mathematical programming. Optimization software based on floating-point arithmetic can return suboptimal or incorrect resulting because of round-off errors or the use of numerical tolerances. Exact or correct results are necessary for some applications. Implementing software entirely in rational arithmetic can be prohibitively slow. A viable alternative is the use of hybrid methods that use fast numerical computation to obtain approximate results that are then verified or corrected with safe or exact computation. We study fast methods for sparse exact rational linear algebra, which arises as a bottleneck when solving linear programmin...
In the first chapter of this thesis, we analyze the global convergence rate of a proximal quasi-Newt...
PhD ThesisThe thesis is concerned largely with Gomory s Method of Integer Forms whereby an intege...
The computational aspects of the simplex algorithm are investigated, and high performance computing ...
Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Compute...
AbstractWe describe a new exact-arithmetic approach to linear programming when the number of variabl...
The precision used in an algorithm affects the error and performance of individual computations, the...
Linear programming is a key technique for analysis and verification of numerical properties in progr...
AbstractOur goal is to survey, using three examples, how high-precision computations have stimulated...
As scientific computation continues to scale upward, correct and efficient use of floating-point ari...
Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Compute...
The role of optimization in both engineering analysis and designis continually expanding. As such, f...
AbstractWe describe an algorithm that first decides whether the primal-dual pair of linear programsm...
In this thesis, we develop and implement an efficient algorithm that can exactly solve instances of ...
This manuscript presents contributions on high performance algebraic computating, lying at the inter...
L'accessibilité grandissante des arithmétiques à précision faible (tfloat32, fp16, bfloat16, fp8) da...
In the first chapter of this thesis, we analyze the global convergence rate of a proximal quasi-Newt...
PhD ThesisThe thesis is concerned largely with Gomory s Method of Integer Forms whereby an intege...
The computational aspects of the simplex algorithm are investigated, and high performance computing ...
Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Compute...
AbstractWe describe a new exact-arithmetic approach to linear programming when the number of variabl...
The precision used in an algorithm affects the error and performance of individual computations, the...
Linear programming is a key technique for analysis and verification of numerical properties in progr...
AbstractOur goal is to survey, using three examples, how high-precision computations have stimulated...
As scientific computation continues to scale upward, correct and efficient use of floating-point ari...
Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Compute...
The role of optimization in both engineering analysis and designis continually expanding. As such, f...
AbstractWe describe an algorithm that first decides whether the primal-dual pair of linear programsm...
In this thesis, we develop and implement an efficient algorithm that can exactly solve instances of ...
This manuscript presents contributions on high performance algebraic computating, lying at the inter...
L'accessibilité grandissante des arithmétiques à précision faible (tfloat32, fp16, bfloat16, fp8) da...
In the first chapter of this thesis, we analyze the global convergence rate of a proximal quasi-Newt...
PhD ThesisThe thesis is concerned largely with Gomory s Method of Integer Forms whereby an intege...
The computational aspects of the simplex algorithm are investigated, and high performance computing ...