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The numerical stochastic experiment is repeated a sufficient number of times to construct a probability density distribution (PDF).
The novelty in this contribution is twofold: (i) polynomial chaos expansion and sigma points approach are compared for stochastic experiment design and (ii) the presented approach based on polynomial chaos expansion is analyzed for robustness with respect to state constraint violations considering different parametric uncertainty distributions.
The model considers each admission to be an independent stochastic experiment (like repeatedly throwing a dice), separate from previous admissions, for which a risk of death number is predicted and accumulated into the denominator of the HSMR.
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This equipment makes further research in depth possible in a range of stochastic experiments in nuclear physics such as cross correlation analysis of multi-detector experiments.
The method of repeating stochastic experiments where some elements are tightly controlled and others are completely uncontrolled is more biomimetic and it mimics wet-lab methods more closely while enhancing scientific impact and usefulness.
In our in silico stochastic experiments, the efflux is reproduced by removing molecules, A ext, from the medium and washing away cells by "deleting" a cell picked at random in the population each time a new cell is born.
Using a stochastic simulation experiment we also confirm that the asymptotic Gaussian approximation holds.
In this work a sampling-based stochastic optimal experiment design formulation is employed to address these problems.
In addition to a classical invasion analysis we present a stochastic simulation experiment and provide a complete framework for performing a sensitivity analysis integrating the landscape as an input factor.
We added a multicolor stochastic labeling experiment to the manuscript.
Because hydrate nucleation is stochastic, many experiments normally are needed to obtain accurate analysis of the effectiveness of kinetic inhibitors.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com