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Correcting model misspecification in physics-informed neural networks (PINNs)

Journal of Computational Physics, 2023
Data-driven discovery of governing equations in computational science has emerged as a new paradigm for obtaining accurate physical models and as a possible alternative to theoretical derivations.
Zongren Zou, Xuhui Meng, G. Karniadakis
semanticscholar   +1 more source

Reducing Model Misspecification and Bias in the Estimation of Interactions

Political Analysis, 2021
Analyzing variation in treatment effects across subsets of the population is an important way for social scientists to evaluate theoretical arguments.
M. Blackwell, Michael Olson
semanticscholar   +1 more source

Online Ordinal Optimization under Model Misspecification

, 2021
We consider an ordinal optimization problem, where a decision maker learns the statistical characteristics of a number of systems using sequential sampling in order to ultimately determine the "best" one (with high probability). In so doing, the decision
Dohyun Ahn, Dongwook Shin, A. Zeevi
semanticscholar   +1 more source

Model Misspecification and Underdiversification

The Journal of Finance, 2001
AbstractIn this paper, we study intertemporal portfolio choice when an investor accounts explicitly for model misspecification. We develop a framework that allows for ambiguity about not just the joint distribution of returns for all stocks in the portfolio, but also for different levels of ambiguity for the marginal distribution of returns for any ...
Uppal, Raman, Wang, Tan
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Position Estimation under Model Misspecification

2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), 2017
When time-based radio range measurements between network nodes are perturbed by a line-of-sight blocking obstacle, position estimation accuracy degrades significantly. The perturbation is caused by multipath propagation or excess delays since waves travel at slower speed while piercing the obstacles.
Mendrzik, Rico, Bauch, Gerhard
openaire   +1 more source

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