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Hyperparameters are tuned by running the whole training job, looking at the aggregate accuracy, and changing the values.
It found their aggregate accuracy rate was a pathetic 47.4percentt, which is less than you would expect from random chance.
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The findings in Fig. 3 can be summarized by Eq. 3. The equation calculates the expected aggregated accuracy, Aagg, of two models with an average accuracy of 87% when aggregated with a third model of accuracy Avar.
We show: (1) how the degree of privacy affects subsequent aggregate query accuracy, (2) how privacy potentially amplifies certain types of errors in a dataset, and (3) how this analysis can be used to tune the degree of privacy.
Extensive testing with a prototype testbed system in densely populated areas shows that the SmartITS system can seamlessly track user trajectories in indoor and outdoor stretches with a high aggregate location accuracy which is up to 44.49% more accurate than the simple GPS based location tracking system.
Receiver operating characteristic (ROC) curves of aggregate interpreter accuracy during the initial and remote interpretation sessions were compared.
The key feature of this work is not only aggregate decision accuracy but also that a minority of individuals such as 2% or 4% can perform better than the group average (Surowiecki, 2004).
Simulation studies are used to assess the methodology and to demonstrate its advantages over the more standard approach that consists of aggregating the accuracy data across trials within each condition and over the contemporary use of logistic and probit mixed models with model selection based on the Akaike Information Criterion.
These questions were aggregated to increase accuracy.
Here, reference data were aggregated for an accuracy assessment of the 'change' 'no change' classification at 465 randomly selected points.
The experimental results showed that an increase in the ratio of the TPS sensor size to maximum aggregate size improves the accuracy of the thermal properties measurements.
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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