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Essentially, bootstrapping generates a pseudo dataset from the small number of experimental replicates by a sampling with replacement technique.
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Results were validated experimentally by qRT-PCR on normal samples, tumors and LNM from 14 independent patients and in silico using the dataset from The Cancer Genome Atlas (small RNA deepsequencing of 59 normal samples, 495 PTC, and 8 LNM).
Results were validated experimentally by qRT-PCR on normal samples, tumors and LNM from 14 independent patients and in silico using the dataset from The Cancer Genome Atlas (small RNA deep-sequencing of 59 normal samples, 495 PTC, and 8 LNM).
In this study, we focus on the development of such a metatranscriptome pipeline, which we validate using Illumina RNA-seq datasets derived from the small intestine microbiota of two individuals with an ileostomy.
This trend is more obvious for the dengue virus NS3 proteases dataset, probably originating from the small size of this dataset.
The best choice of λ for the six datasets (sorted from the smallest number of features in the data to the largest number of features) were 0, 0.004 0.002, 0.004 and 0.004 for Setting 1, and 0, 0,002 0.004, 0.004 and 0.006 for Setting 2. Then λ was set to the optimal value for each of the six datasets, and we re-ran the algorithm to generate the final quantitative trait from each dataset.
This section reports the performance evaluation on the image dataset from a small size Visual Sensor Network.
Within the constraints from the small dataset, these analyses did not suggest superiority of the single coding of symptoms over the simpler adding of symptoms.
Amir et al (2003), using a small dataset from the United Kingdom, reported slightly higher discriminatory power (area under the ROC curve ranging from 0.72 to 0.76) but poor calibration (E/O ranging from 0.48 to 0.81) for BCRAT, IBIS and BRCAPro.
They represent the only high-resolution pictures of Jupiter's moons we're going to have for a very long time, so the dataset from Galileo, while small, is extremely valuable.
Model predictions for aquatic exposure assessment were evaluated on a four-year pesticide monitoring dataset from a small agricultural catchment.
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