Alex Gorodetsky

Alex Gorodetsky

University of Michigan

H-index: 15

North America-United States

About Alex Gorodetsky

Alex Gorodetsky, With an exceptional h-index of 15 and a recent h-index of 15 (since 2020), a distinguished researcher at University of Michigan, specializes in the field of Decision making under uncertainty, statistical inference, Bayesian inference, uncertainty quantification, stochastic optimal con.

His recent articles reflect a diverse array of research interests and contributions to the field:

Bayesian identification of nonseparable Hamiltonians with multiplicative noise using deep learning and reduced-order modeling

A Bi-fidelity Strategy for Optimization under Uncertainty with Applications to Aircraft Trajectory Optimization

An incremental tensor train decomposition algorithm

Optimal Experimental Design for Inferring Anomalous Electron Transport in a Hall Thruster

Simulation of Vacuum Chamber Pressure Distribution with Surrogate Modeling and Uncertainty Quantification

Likelihood-based generalization of Markov parameter estimation and multiple shooting objectives in system identification

Grouped approximate control variate estimators

Covariance Expressions for Multi-Fidelity Sampling with Multi-Output, Multi-Statistic Estimators: Application to Approximate Control Variates

Alex Gorodetsky Information

University

Position

Assistant Professor of Aerospace Engineering

Citations(all)

874

Citations(since 2020)

773

Cited By

338

hIndex(all)

15

hIndex(since 2020)

15

i10Index(all)

21

i10Index(since 2020)

20

Email

University Profile Page

University of Michigan

Google Scholar

View Google Scholar Profile

Alex Gorodetsky Skills & Research Interests

Decision making under uncertainty

statistical inference

Bayesian inference

uncertainty quantification

stochastic optimal con

Top articles of Alex Gorodetsky

Title

Journal

Author(s)

Publication Date

Bayesian identification of nonseparable Hamiltonians with multiplicative noise using deep learning and reduced-order modeling

arXiv preprint arXiv:2401.12476

Nicholas Galioto

Harsh Sharma

Boris Kramer

Alex Arkady Gorodetsky

2024/1/23

A Bi-fidelity Strategy for Optimization under Uncertainty with Applications to Aircraft Trajectory Optimization

Thomas Dixon

Alex Gorodetsky

2024

An incremental tensor train decomposition algorithm

SIAM Journal on Scientific Computing

Doruk Aksoy

David J Gorsich

Shravan Veerapaneni

Alex A Gorodetsky

2024/4/30

Optimal Experimental Design for Inferring Anomalous Electron Transport in a Hall Thruster

Madison G Allen

Thomas A Marks

Joshua Eckels

Alex Gorodetsky

Benjamin Jorns

2024

Simulation of Vacuum Chamber Pressure Distribution with Surrogate Modeling and Uncertainty Quantification

Charles Lipscomb

Iain D Boyd

Kaelan B Hansson

Joshua Eckels

Alex Gorodetsky

2024

Likelihood-based generalization of Markov parameter estimation and multiple shooting objectives in system identification

arXiv preprint arXiv:2212.13902

Nicholas Galioto

Alex Arkady Gorodetsky

2022/12/20

Grouped approximate control variate estimators

arXiv preprint arXiv:2402.14736

Alex A Gorodetsky

John D Jakeman

Michael S Eldred

2024/2/22

Covariance Expressions for Multi-Fidelity Sampling with Multi-Output, Multi-Statistic Estimators: Application to Approximate Control Variates

arXiv preprint arXiv:2310.00125

Thomas O Dixon

James E Warner

Geoffrey F Bomarito

Alex A Gorodetsky

2023/9/29

Control variate polynomial chaos: Optimal fusion of sampling and surrogates for multifidelity uncertainty quantification

International Journal for Uncertainty Quantification

Hang Yang

Yuji Fujii

Kon-Well Wang

Alex A Gorodetsky

2023

Multifidelity uncertainty quantification with models based on dissimilar parameters

Computer Methods in Applied Mechanics and Engineering

Xiaoshu Zeng

Gianluca Geraci

Michael S Eldred

John D Jakeman

Alex A Gorodetsky

...

2023

Strategies for Automation of Model Tuning in Multi-fidelity Trajectory Uncertainty Propagation

Marten Thompson

Gianluca Geraci

Geoffrey Bomarito

James Warner

Patrick Leser

...

2023

Online Parameter Estimation Within Trajectory Optimization for Dynamic Soaring

Carleen A McKenna

Alex Gorodetsky

2023

Improving Bayesian networks multifidelity surrogate construction with basis adaptation

Xiaoshu Zeng

Gianluca Geraci

Alex Gorodetsky

John Jakeman

Michael S Eldred

...

2023

High-dimensional data analytics in civil engineering: A review on matrix and tensor decomposition

Hadi Salehi

Alex Gorodetsky

Roya Solhmirzaei

Pengcheng Jiao

2023/10/1

Optimal experimental design to learn reduced-fidelity models for porous electrosprays

Joshua Eckels

Collin B Whittaker

Benjamin Jorns

Alex Gorodetsky

2023

Reverse-mode differentiation in arbitrary tensor network format: with application to supervised learning

Journal of Machine Learning Research

Alex A Gorodetsky

Cosmin Safta

John D Jakeman

2022

A Moment-Based Model of Multi-Site Emission for Porous Electrosprays

Collin B Whittaker

Joshua Eckels

Alex A Gorodetsky

Benjamin A Jorns

2022/6/19

Adaptive experimental design for multi‐fidelity surrogate modeling of multi‐disciplinary systems

International Journal for Numerical Methods in Engineering

JD Jakeman

S Friedman

M Eldred

L Tamellini

AA Gorodetsky

...

2022

Inverse design of self-oscillatory gels through deep learning

Neural Computing and Applications

Doruk Aksoy

Silas Alben

Robert D Deegan

Alex A Gorodetsky

2022/5

Ensemble Approximate Control Variate Estimators: Applications to MultiFidelity Importance Sampling

SIAM/ASA Journal on Uncertainty Quantification

Trung Pham

Alex A Gorodetsky

2022/9/30

See List of Professors in Alex Gorodetsky University(University of Michigan)

Co-Authors

H-index: 59
Sertac Karaman

Sertac Karaman

Massachusetts Institute of Technology

H-index: 50
Luca Carlone

Luca Carlone

Massachusetts Institute of Technology

H-index: 43
Youssef Marzouk

Youssef Marzouk

Massachusetts Institute of Technology

H-index: 28
Benjamin Jorns

Benjamin Jorns

University of Michigan-Dearborn

H-index: 25
Silas Alben

Silas Alben

University of Michigan

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