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Then, we select a fixed window of received samples of size N 2 + 2 L, including the sample at t ̂ c (as the (L + 1 -th sample), and compute its cross-correlation with g T as P ~ t = ∑ m = 0 N / 2 + 2 L - 1 -th ̂ c - L + m ∗ g T, m. (16).
We compute the likelihood of assignment of a read to all potential samples of origin, assign each read to the most likely sample and compute the uncertainty of the assignment.
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The test looks at the activity level of 17 genes in the biopsy sample and computes a score from 0 to 100 showing the risk that cancer is aggressive.
We repeated this process for each sample and computed the averaged predictor error on the testing sample at each grid point λ ∈ {10−3, 10−2, 10−1, 1, 10}.
In Kernel Density Estimation (KDE), an estimate of the density is made by centering normalized kernels on each sample and computing weighted averages.
We compute mean (bar {s}_{j,u}) and standard deviation σ j,u over all samples and compute normalized feature signal as (tilde {f}_{j,u}(t)~=~(s_{j,u}(t)- bar {s}_{j,u}) / sigma _{j,u} ).
For each gene, we create ACT-Graphs for two samples and compute the FDM.
For any given sample, we can obtain the sample mean and compute, for example, a 95% confidence interval.
On this ensemble, which in our case consists of 10,000 surrogated samples, one can evaluate the mutual information for each surrogated sample couple and compute the distribution of the obtained values and the corresponding confidence limit.
When Raúl started at Tintaya, as a geotechnical engineer, he examined soil samples and computed the angle at which to cut the wall of the pit, and then, as an ingeniero de costos, he analyzed the budget and developed new projects.
In our study, we employed the Wiki usage statistics to build a dataset (with ≃900 samples) and computed the IG value of each interest indicator.
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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