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Filtering by: Resource type Dissertation Subject Industrial engineering Subject Statistics

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Description:: This thesis develops novel methods for generating space-filling designs inside a designspace and subsampling from a data set. It incorporates materials from two papers by the author: Shang and Apley 2021; Shang, Apley, and Mehrotra 2022a. Chapter 1 discusses space-filling designs of computer experiments, which is publishedas Shang and Apley...
Keyword:: fully-sequential, diversity subsampling, design of computer experiments, space-filling, and custom subsampling
Subject:: Industrial engineering and Statistics
Creator:: Shang, Boyang
Owner:: Scholarly Digital Publishing
Language:: en
Date Uploaded:: 09/22/2022
Date Created:: 2022-01-01
Resource Type:: Dissertation
Alternate Identifier:: etdadmin_upload_919274 and http://dissertations.umi.com/northwestern:16168

Description:: Computer simulation experiments are commonly used as an inexpensive alternative to real-world experiments to form a metamodel that approximates the input-output relationship of the real-world experiment. The metamodel can be useful for decision making and making predictions for inputs that have not been evaluated yet since it can be evaluated...
Keyword:: Metamodel, Gaussian process, Composite grid design, Sequential computer experiment, and Computer experiment
Subject:: Industrial engineering and Statistics
Creator:: Erickson, Collin
Owner:: Scholarly Digital Publishing
Language:: en
Date Uploaded:: 02/12/2020
Date Created:: 2019-01-01
Resource Type:: Dissertation
Alternate Identifier:: http://dissertations.umi.com/northwestern:14683 and etdadmin_upload_663282

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