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Given that many acquisition parameters can affect the nature of DCE-MRI data, minimizing tissue-specific data acquisition discrepancy (among sites and scanner models) is as important as synchronizing pharmacokinetic modeling approaches.
Given (mathbf {x}_{i}in mathbb {R}^{d}), a set of training inputs, and (y_{i}in mathbb {R}), the corresponding outputs, with i=1,...,n, the algorithm finds the hyperplane in the non-linearly transformed kernel space, f(x), that better fits a given set of training data, minimizing a least squares criteria.
The SLINK cohort was created using prospectively collected, population-based data minimizing selection and recall biases.
This allowed us to provide a comprehensive description of enablement in plain language while staying close to the data, minimizing researcher influence on the data and reflecting patient perspectives [ 15].
The mathematical function used to create the cubic spline included terms which allowed the line to move up or down with the data, minimizing residual confounding resulting from fitting a straight-line relationship to non-linear data.
Investigators also want to improve forecasts by utilizing new instruments that can autonomously collect high-frequency HAB and environmental data, minimizing the need for expensive survey vessels and human sampling and analysis., Being able to see blooms coming is "the Holy Grail for all HAB research," says Raphael Kudela, a phytoplankton ecologist at the University of California, Santa Cruz.
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The better option is to, using all measured data, minimize the root mean square (RMS) error with respect to (19).
The quality of the data minimized selection and information biases.
Using a case control design nested in cohort data minimized the recall bias.
The microarray data minimized apparent differences in gene expression, possibly as they are not optimized on a single gene basis.
For pleural plaques, the use of mediastinal windows and a continuous acquisition of data minimized the risk of missing pleural abnormalities.
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