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Counterfactual Sensitivity and Robustness
Econometrica, 2023 We propose a framework for analyzing the sensitivity of counterfactuals to parametric assumptions about the distribution of latent variables in structural models. In particular, we derive bounds on counterfactuals as the distribution of latent variables spans nonparametric neighborhoods of a given parametric specification while other “structural ...
Christensen, Timothy, Connault, Benjamin
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Functional sensitivity and mutational robustness of proteins [PDF]
Physical Review Research, 2020 Sensitivity and robustness appear to be contrasting concepts. However, natural proteins are robust enough to tolerate random mutations, meanwhile be susceptible enough to sense environmental signals, exhibiting both high functional sensitivity (i.e ...
Qian-Yuan Tang +2 more
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Robustness Analysis of a Fast Virtual Temperature Sensor Using a Recurrent Neural Network Model Sensitivity [PDF]
SensorsVirtual sensing is an emerging field of research that has garnered increasing attention in recent years. In this paper, we focus our attention on recurrent neural networks for time-series forecasting, namely, the Nonlinear AutoRegressive eXogenous model (
Patryk Chaber, Bartosz Chaber
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Editorial: Robust Sensitivities [PDF]
American Journal of Epidemiology, 2021 In this issue, the paper by Lash et al, separate commentaries by Greenland and Gustafson, and rejoinder by Lash et al comprise a rare and important example of extended scientific discourse. This set of papers discusses current use of sensitivity analysis, particularly quantitative bias analysis, in the field of Epidemiology.
Catherine R, Lesko +2 more
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The modal sensitivity, robustness and roughness of dynamic systems (review article) [PDF]
Научно-технический вестник информационных технологий, механики и оптики, 2021 The review focuses on the development of theories of sensitivity and modal sensitivity, robustness and roughness of dynamic systems. In modern theory of dynamic systems and automatic control systems, there is a need to study the properties of sensitivity,
Roman O. Omorov
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Results in Control and Optimization, 2021 In this paper, we extend the sensitivity integrals for linear feedback systems via a non-analytic sensitivity function in Poisson–Jensen’s terminology. First, we sketch a generalized sensitivity integral accounting for the NMP zeros and the RHP poles of ...
Shaival H. Nagarsheth, Shambhu N. Sharma
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Applied Sciences, 2022 Nearly Zero Energy Building (NZEB) is becoming a standard for new and renovated buildings throughout the European Union (EU). Through the ongoing implementation of directives related to energy efficiency and NZEB-compliant buildings, the EU commission ...
Yovko Ivanov Antonov +3 more
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Sensitivity and Robustness Issues of Operating Envelopes in Unbalanced Distribution Networks
IEEE Access, 2022 The fast-growing uptake of distributed energy resources (DER), such as home photovoltaic (PV) and battery systems and electric vehicles, has introduced new challenges in the operation of low-voltage distribution networks (LVDNs).
Bin Liu, Julio H. Braslavsky
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Robustness and Sensitivity Tuning of the Kalman Filter for Speech Enhancement
Signals, 2021 Inaccurate estimates of the linear prediction coefficient (LPC) and noise variance introduce bias in Kalman filter (KF) gain and degrade speech enhancement performance.
Sujan Kumar Roy, Kuldip K. Paliwal
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Robustness versus sensitivity in non-Hermitian topological lattices probed by pseudospectra
Physical Review Research, 2022 Non-Hermitian topological systems simultaneously possess two antagonistic features: ultrasensitivity due to exceptional points and robustness of topological zero-energy modes, and it is unclear which one prevails under different perturbations.
Ioannis Komis +5 more
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