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Convex Hulls, Relaxations, and Approximations of General Monomials and Multilinear Functions
Title:
Convex Hulls, Relaxations, and Approximations of General Monomials and Multilinear Functions
Author:
Xu, Yibo, author.
ISBN:
9780438055551
Personal Author:
Physical Description:
1 electronic resource (97 pages)
General Note:
Source: Dissertation Abstracts International, Volume: 79-10(E), Section: B.
Advisors: Warren Adams Committee members: Xuhong Gao; Matthew Saltzman; Cole Smith.
Abstract:
Motivated by a variety of problems in global optimization and integer programming that involve multilinear expressions of discrete or continuous variables, this research derives approximations of multilinear functions, and studies the accuracy of these approximations through worst-case error-analyses: The derivation of the convex hull representations of large families of symmetric multilinear polynomials (SMPs) that are defined over box constraints through geometrical exploitation of the polytope symmetry and specially designed facet generation method; and The identification of the set of all points at which a nonnegative multilinear polynomial on a box vanishes, which applies to the identification of the set of all points which satisfy any facet at equality. The worst-case error analysis associated with linearizations of monomial expressions in bounded discrete and/or continuous variables: for certain families of variable-bound structures, the worst-case errors associated with convex hull forms are studied, along with the identification of all points which produce these errors. The worst-case error analysis associated with replacing the multilinear monomial term with a "best" approximating linear function, in contrast to the previous item on "convex hull linearization:" using the results of the first item, explicit convex hull forms are exploited to identify the "best" linear functions.
Local Note:
School code: 0050
Added Corporate Author:
Available:*
Shelf Number | Item Barcode | Shelf Location | Status |
|---|---|---|---|
| XX(680576.1) | 680576-1001 | Proquest E-Thesis Collection | Searching... |
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