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Ozge Ozbayram

Johns Hopkins University

Baltimore, MD 20036-1984

United States

  • Johns Hopkins University

SCHOLARLY PAPERS

3

DOWNLOADS

250

TOTAL CITATIONS

4

Scholarly Papers (3)

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1.

Heteroscedastic Gaussian Process Regression for Material Structure-Property Relationship Modeling

Number of pages: 27 Posted: 15 Jun 2024
Ozge Ozbayram, Audrey Olivier and Lori Graham-Brady
Johns Hopkins University, University of Southern California - Sonny Astani Department of Civil and Environmental Engineering and Johns Hopkins University
Downloads 154 (494,203)
Citation 4

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Gaussian process regression, heteroscedasticity, uncertainty quantification, materials modeling

2.

Batch Active Learning for Microstructure-Property Relations in Energetic Materials

Number of pages: 25 Posted: 20 Oct 2024
Ozge Ozbayram, Daniel Olsen, Maruthi Annamaraju, Andreas E. Robertson, Aditya Venkatraman, Surya R. Kalidindi, Min Zhou and Lori Graham-Brady
Johns Hopkins University, Georgia Institute of Technology, Georgia Institute of Technology, Georgia Institute of Technology - George W. Woodruff School of Mechanical Engineering, Sandia National Laboratories, Georgia Institute of Technology - George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology and Johns Hopkins University
Downloads 52 (1,074,648)

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batch active learning, multi-output gaussian process regression, polymer-bonded explosives, materials modeling

3.

Active Learning with Heteroscedastic Gaussian Process Regression Model

Number of pages: 29 Posted: 17 Mar 2026
Ozge Ozbayram, Audrey Olivier and Lori Graham-Brady
Johns Hopkins University, University of Southern California - Sonny Astani Department of Civil and Environmental Engineering and Johns Hopkins University
Downloads 44 (1,304,549)

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gaussian process regression, heteroscedasticity, active learning, Uncertainty quantification, materials modeling