Concepedia

Stephen Guth

SG

4

Publications

141

Citations

4

H-Index

2019

Active since

Affiliations

Massachusetts Institute of Technology(Current)

Stephen Guth is an author at Massachusetts Institute of Technology specializing in engineering, statistics, and predictive analytics.

Top concepts

EngineeringStatisticsForecastingData ScienceComputer ScienceMachine LearningPredictive AnalyticsManagementWave AnalysisComplex Systems

Publications per year

2019–2023

4

Publications

4

Discovering and forecasting extreme events via active learning in neural operators

Ethan Pickering, Stephen Guth, George Em Karniadakis et al. · Nature Computational Science · 2022 · 63 citations

Probabilistic Forecasting, Engineering, Machine Learning +11

Machine Learning Predictors of Extreme Events Occurring in Complex Dynamical Systems

Stephen Guth, Themistoklis P. Sapsis · Entropy · 2019 · 51 citations · Full text

Complex Dynamical Systems, Machine Learning, Engineering +22

Wave episode based Gaussian process regression for extreme event statistics in ship dynamics: Between the Scylla of Karhunen–Loève convergence and the Charybdis of transient features

Stephen Guth, Themistoklis P. Sapsis · Ocean Engineering · 2022 · 15 citations

Gaussian Process Regression, Extreme Event Statistics, Engineering +8

Statistical modeling of fully nonlinear hydrodynamic loads on offshore wind turbine monopile foundations using wave episodes and targeted CFD simulations through active sampling

Stephen Guth, Eirini Katsidoniotaki, Themistoklis P. Sapsis · Wind Energy · 2023 · 12 citations · Full text

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