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The order in which the samples of a certain sentence were shown was randomized.
When the samples of a certain class are not enough to reach the lower limit of, the necessary elements are generated artificially using nonlinear morphological operations.
When re-evaluating the core microbiome per individual season (i.e. OTUs present in more than 50% of samples of a certain season), we observed an additional core of Proprionibacterium and Cyanobacteria for fall/winter and an additional core of Flavobacteria, Brevibacillus and Bacillus (almost exclusively) for spring.
Though these methods allow finding relations between features and phenotypes, correlation based methods (a, b and c) are not suitable for finding partial relations, i.e. a feature that is important only for a subset of samples of a certain phenotype.
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When a sample of a certain size has been gathered in this way, the proportion of legitimate versus malicious nodes is estimated, and the SVM model corresponding to that estimate is used for future classifications.
The belongingness of a sample to a certain group is indicated using a categorical dependent variable, y.
This is simply the empirical sample mean of a certain transformation of the materialized and the arcsinh-transformed counts, respectively.
The core steps in this treatment are the collection of venous blood, the in vitro incubation of these blood samples with a certain concentration of IL-2, and the subsequent transfusion of the blood back into patients; patients are then treated with sustained administration of an appropriate concentration of IL-2 to maintain LAK activity [ 52, 53].
The probability of sampling a certain number of ESTs in a specific group from the F. graminearum-induced libraries was then calculated.
Then, T can be divided into K disjoint cells C k (k=1,…,K) where (bigcup nolimits _{k=1}^{K}{{C}_{k}}={1,ldots,N}), and {x i |i∈C k } is the set of samples in C k. Label proportion is defined as the proportion of samples with a certain label in a grid cell.
Since the number of variables, that is, the number of wavenumber steps within the measured range 580 to 1,800 cm−1, was far more than the number of the samples, a certain form of parameter restriction was required when the model was fitted.
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