Sentence examples for individual regularization from inspiring English sources

Later, several authors suggested to use prior knowledge to define Tt to allow the regularization of all variables in one biological group together rather then individual regularization for each variable [ 30, 31].

Data analyses included normalization using local LOWESS followed by standard deviation regularization across individual subarrays, and flip-dye consistency checking for dye reversal replicates as implemented in MIDAS [ 27, 58].

This latter approach determines the number of groups similar to Structure, but differs by taking into account the spatial organization of individuals and incorporates a regularization procedure that helps facilitate the choice of K [48] [50].

This is thanks to the tailored regularization of each individual Stokes coefficient applied in the solution procedure, and to a time-variable reference model containing mean annual, semiannual and secular variations for degrees 2 50 towards which the variations per 10-day solution are constrained.

Optimizing the regularization parameter associated with the individual chromophores is an important element to obtaining a good reconstruction.

Their model incorporates a spatial information indicator (difference curvature) that locally identifies the spatial properties of the individual pixels, thus providing the necessary level of regularization.

Because the number of genetic markers is usually orders of magnitude greater than the number of individuals available for the study, the selection or regularization of the predictors is the key factor of a multilocus association model.

More general requirements, such as flexible regularization strategies, time-lapse processing and different sorts of coupling individual methods are provided independently of the actual methods used.

Our regularization items consider the heterogeneous features from both group-wise and individual viewpoints.

This makes sense, since enforcing the constraint that the individual CHI model should be represented by a dictionary plays a role in the regularization of the model learning, as the dictionary basis vectors are numerical representations of patient heterogeneity.

This change in status can take its toll on the individual migrant health worker, even if it is just a step en route to regularization.