Continuous Equality Knapsack with Probit-Style Objectives
dc.contributor.author | Fravel, Jamie | en |
dc.contributor.author | Hildebrand, Robert | en |
dc.contributor.author | Travis, Laurel | en |
dc.date.accessioned | 2023-01-04T14:49:36Z | en |
dc.date.available | 2023-01-04T14:49:36Z | en |
dc.date.issued | 2022-11-04 | en |
dc.date.updated | 2022-12-30T19:36:11Z | en |
dc.description.abstract | We study continuous, equality knapsack problems with uniform separable, non-convex objective functions that are continuous, strictly increasing, antisymmetric about a point, and have concave and convex regions. For example, this model captures a simple allocation problem with the goal of optimizing an expected value where the objective is a sum of cumulative distribution functions of identically distributed normal distributions (i.e., a sum of inverse probit functions). We prove structural results of this model under general assumptions and provide two algorithms for efficient optimization: (1) running in linear time and (2) running in a constant number of operations given preprocessing of the objective function. | en |
dc.description.version | Submitted version | en |
dc.format.mimetype | application/pdf | en |
dc.identifier.orcid | Travis, Laurel [0000-0001-6891-3381] | en |
dc.identifier.orcid | Hildebrand, Robert [0000-0002-2730-0084] | en |
dc.identifier.uri | http://hdl.handle.net/10919/113020 | en |
dc.language.iso | en | en |
dc.rights | In Copyright | en |
dc.rights.uri | http://rightsstatements.org/vocab/InC/1.0/ | en |
dc.title | Continuous Equality Knapsack with Probit-Style Objectives | en |
dc.title.serial | Journal of Optimization Theory and Applications | en |
dc.type | Article | en |
dc.type.dcmitype | Text | en |
dc.type.other | Article | en |
pubs.organisational-group | /Virginia Tech | en |
pubs.organisational-group | /Virginia Tech/Engineering | en |
pubs.organisational-group | /Virginia Tech/Engineering/Industrial and Systems Engineering | en |
pubs.organisational-group | /Virginia Tech/Pamplin College of Business | en |
pubs.organisational-group | /Virginia Tech/Pamplin College of Business/Business Information Technology | en |
pubs.organisational-group | /Virginia Tech/All T&R Faculty | en |
pubs.organisational-group | /Virginia Tech/Engineering/COE T&R Faculty | en |
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