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Space-Filling Designed Sampling from Databases

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
Adaptive Computer Experiments for Metamodeling

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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