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The identification of the best network architecture by means of a trade-off between residual minimization, quantity of data and quantity of parameters is a central question when nonparametric models find application.
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Open image in new window Fig. 7 Anatomy of inner point bar using well data and quantity model of point bar.
Every device and sensor is creating millions or billions of data points and existing big data systems are not optimized specifically for this type and quantity of data.
Rarely do they provide data about the type and quantity of relief items transported.
Fig. 4 Year-round data for the activity and quantity of nitrifying bacteria in W6. a nitrifying activity; b proportion of AOB and NOB.
The electronic data of the name and quantity of medications sold per day can be fetched out from this system.
An adapted version of the Alcohol and Substance Use Inventory [ 21] was used to collect data on the frequency and quantity of substance use.
Hazard data provide information about the presence and quantity of contaminants in environmental media.
The quality and quantity of data on NHS costs was less robust or available than data for health status.
The direction and quantity of data collection will be guided by these emerging patterns in the data.
As a primarily data-driven approach, successful application of the semi-rational strategy depends in large part on the type, quality and quantity of data available.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com