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In model stacking, the cross-validated predictions of a library of models are used as descriptors, on which a meta-model (ensemble model) is trained.
Like the contents of the process simulator, the product simulator needs a database of chemicals and properties, a library of models, numerical routines to solve mathematical problems as well as various calculation options.
With the increase of gas consumption and the expansion of the associated distribution network, Gaz de France set up a research program to develop a methodology and a library of models to study the stability of any type of pressure regulator.
Using the framework we present here, predictive models for arbitrary mixtures can be automatically generated on the basis of a library of models for individual substances.
As the use of modeling and simulation in oncology drug development is becoming more prevalent, there is a need to create a library of models that researchers in pharmaceutical industries and academia can rely on while performing oncology data analysis.
The hmmpfam program, from the HMMER package [ 11], is used to scan a DNA sequence with a library of models, and every putative binding site detected by it receives a numeric score that measures how well the site matches the TFBS model.
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either take the model of the physical system to be considered as input, or compose it using a library of model fragments and input information about how to combine them.
The objective of this approach is to obtain a library of model structures that map input changes such as humidity, ambient temperature, exercise, and so on, to dynamic thermoregulatory responses such the core temperature, skin temperature, muscle temperature, sweat rate and so on.
Chemical concentrations can now be automatically extracted from MR spectra by using sophisticated and well-documented time-domain and spectral frequency-fitting software packages such as LCModel (Stephen Provencher, Oakville, Ontario, Canada), a user-independent fitting routine based on a library of model spectra of all individual metabolites [ 31].
In most population pharmacokinetic software the structural model is chosen from a library of compartmental models, expressed as a closed form system of equations or defined via differential equations.
To gather a library of diverse models, we trained a total of 282 GBM, RF and SVM models.
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