L2 Model Reduction and Variance Reduction
, 1999 In this contribution we demonstrate that estimating a low order model (leaving some dynamics unmodeled) by L2 model reduction of a higher order estimated model may give smaller variance and mean square error than directly estimating it from the same data that produced the high order model.
Tjärnström, Fredrik, Ljung, Lennart
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Systematic data-driven genome-scale metabolic model reduction for bioprocess modeling: CHO culture case study. [PDF]
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A linear pathway for inositol pyrophosphate metabolism revealed by 18O labeling and model reduction. [PDF]
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Model Reduction for Flow Analysis and Control
, 2017 Clarence W. Rowley, Scott T. M. Dawson
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Model reduction of structural mechanical response in the time domain. [PDF]
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An Information-Theory-Based Approach for Optimal Model Reduction of Biomolecules. [PDF]
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A Hybrid Approach to Model Reduction of Generalized Langevin Dynamics. [PDF]
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Parallel Tempering with Lasso for model reduction in systems biology. [PDF]
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Geometric Subspace Updates with Applications to Online Adaptive Nonlinear Model Reduction
SIAM Journal on Matrix Analysis and Applications, 2018 Ralf Zimmermann +2 more
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Physics-informed machine learning for automatic model reduction in chemical reaction networks. [PDF]
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