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Using a reduced set of important variables (i.e. reducing the dimensionality of input space by the variable selection procedure) results in support vector machines with better performance.
Also, a simplification of the preliminary off-line tuning procedure is performed by using a reduced set of fuzzy rules.
First, we mathematically prove that we can generate all structural isomers of a molecule using a reduced set of reaction rules.
Numerical electromagnetic data is used to demonstrate the effectiveness of the proposed approach for imaging stationary indoor scenes using a reduced set of measurements.
The Unscented Kalman Filter (UKF) tries to approximate the state distribution using a reduced set of sample points that capture the true mean and covariance of the Gaussian random variables.
Therefore, equipment controllers are not needed to be modified to consider the manufacturing of different products, whilst the construction of achievable manufacturing procedures becomes an "ad hoc" simple process using a reduced set of procedural blocks.
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Because not all PaleoDB collections have paleoenvironment information, Figure 6A B was constructed using a reduced data set.
In order to further validate the results, equivalent four-component models were fitted using a reduced data set with observations from only one season (see Figure 1).
For both analyses, we tested the effect of missing data on age estimates using a reduced data set that did not contain any missing data.
First, we identified probes that were DM between the iPSCs of both species using limma by using a reduced data set and model containing only data from the iPSCs themselves.
We first used this information to estimate the substitution rate for each of the test loci in BEAST using a reduced data set of both species and Cheirogaleus (see Additional file 1: Table S1).
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