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For these models we construct the analytical solution and use it for studying the efficiency of locally optimal designs.
But positivism happens to be a mantle in which Mr. Hawking proudly wraps himself; he has declared that he is "a positivist who believes that physical theories are just mathematical models we construct, and that it is meaningless to ask if they correspond to reality".
This is expected since in user-level power models, we used only the user data in order to construct separate model for each individual user of the device, while in device-level power models, we construct the model using data from all users and test it on each user individually.
Combining the ideas of these two models, we construct PDEGEM for analyzing the RNA-Seq data.
The statistical models we construct are sparse at the representative feature level but not at the gene level.
The models we construct for this purpose are a spatial generalization of a well-known Moran process, which was first introduced in [ 13].
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In order to test the robustness of variables in the models, we constructed 7 models.
In the experiments, we use five different performance metrics to compare the models we constructed based on our ISC similarity with other similarity measures.
The other dimension reduction techniques investigated partial SIR, SAVE, yPHD, and rPHD did not reduce the dimensionality much for any of the three models we constructed.
To benchmark our models, we constructed a basic ARIMA model with one autocorrelation term.
To perform the fixed effect models, we constructed three independent panel datasets (maternal education, access to clean water and improved sanitation and household wealth index).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com