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We have developed MCM (Microbial Community Modeler), a mathematical framework and computational tool that unifies model construction with statistical evaluation, sensitivity analysis and parameter calibration.
Fig. 7 Emission model construction with the four-level system.
Due to page limitation, the details of the runtime model construction with SM@RT can be found in [20]-[22] [20]-[22]
Issues that arise in achieving user-intent ascription through dynamic user model construction with Bayesian networks are addressed in [30].
Stochastic gradient boosted regression trees (BRT) were employed for model construction, with a variety of calibration and validation schemes tested.
We have developed an inhouse algorithm for the multileaf collimator (MLC) geometry model construction with an appropriate accuracy for dosimetric tests.
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The individual model constructions with progressive additions of blocks of variables based on the Andersen model are available on line as Additional files 1, 2 and 3. + PNS is the Polytrauma Network System; other OEF-OIF veterans from Registry.
In Section 2, we describe the iBAG model construction along with prior formulations for continuous, discrete and survival clinical outcomes.
Higher-order model construction proceeds with requirements analogous to those in step B, but now the colinearity criterion refers to the LTR-IR-LTR structure of a canonical LTR-element.
Before model construction, 23 compounds with rat LD50 results and 24 compounds with mouse LD50 results were selected at random to serve as external validation sets.
The model construction process begins with biochemical knowledge and experimental data that allow an enumeration of the components and connections in the system.
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