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A mathematical programming look at optimal experimental design problems Ahipasaoglu, Selin Damla
Description
Skype presentation: Using a mathematical programming lens, we will look at a parametric family of optimal design problems in depth. Two popular problems, the approximate D- and A- optimal design problems, will be highlighted as two special members and some of the results will be customised for them. First, we will present mathematical formulations, derive their duals and obtain optimality conditions. Second, we will survey different types of algorithms that are in use and discuss their convergence properties. Third, we will provide a branch and bound framework together with techniques to generate lower and upper bounds to obtain exact designs. Along the way, we will be identifying immediate research questions, as well as theoretical and computational challenges awaiting to be tackled.
Item Metadata
Title |
A mathematical programming look at optimal experimental design problems
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Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
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Date Issued |
2017-08-10T16:20
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Description |
Skype presentation: Using a mathematical programming lens, we will look at a parametric family of optimal design problems in depth. Two popular problems, the approximate D- and A- optimal design problems, will be highlighted as two special members and some of the results will be customised for them. First, we will present mathematical formulations, derive their duals and obtain optimality conditions. Second, we will survey different types of algorithms that are in use and discuss their convergence properties. Third, we will provide a branch and bound framework together with techniques to generate lower and upper bounds to obtain exact designs. Along the way, we will be identifying immediate research questions, as well as theoretical and computational challenges awaiting to be tackled.
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Extent |
48 minutes
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Subject | |
Type | |
File Format |
video/mp4
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Language |
eng
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Notes |
Author affiliation: Singapore University of Technology and Design
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Series | |
Date Available |
2018-02-06
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0363439
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URI | |
Affiliation | |
Peer Review Status |
Unreviewed
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Scholarly Level |
Faculty
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Rights URI | |
Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International