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Current approaches based on neural networks hardly fulfill these requirements within a single model.
Results show that aging can be lumped within a single model parameter, referred to as oxygen storage capacity.
Such problems arise in the field of intensity-modulated radiation therapy when one attempts to describe physical dose constraints and equivalent uniform dose constraints within a single model.
In [24], Zosso presented a unifying framework for Retinex in which existing Retinex algorithms can be represented within a single model.
In this way, the parameters for the multiple factor analyses and regressions can be quantified within a single model instead of as multiple unrelated procedures.
As a remedy, Stjernschantz and Oostenbrink [18] proposed an extension to the LIE method in which the contributes obtained in simulations starting from different conformations of the ligand-protein complex could be included within a single model.
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The proposed approach is capable of providing analytical as well as simulative results and allows tandem AGV systems to be fully explored within a single modeling framework.
Our testing strategy was to fit a single model and assess within each stratum of risk-factor subgroup and for different tumour characteristics, haplotype-trait associations as a global likelihood ratio test [ 51].
These strategies include network visualizations, QAP regression, exponential random graph models, blockmodeling and a combination of blockmodels with exponential random graph models within a single framework.
The experiments show that data assimilation enhancements in LIS are uniquely suited to compare the assimilation of various data types into different land surface models within a single framework.
We adopt the Bayesian inferential machinery due to its firm theoretical basis and its capability of handling uncertain quantities; such as unobserved model parameters, missing marker data, and even different putative genetic models, probabilistically within a single framework.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com