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Finally, a support vector regression that is based on set-valued data is constructed, and the regression results of the set-valued samples can be approximated using the method used for the numeric samples.
The covariance matrix R of the beamspace data is constructed and an eigendecomposition of R results in a signal and noise subspace R = E x ̃ b t x ̃ b H t = E ̃ s Λ ̃ s E ̃ s H + E ̃ n Λ ̃ n E ̃ n H (19). where E ̃ s and E ̃ n denote the signal and noise subspace eigenvectors and the diagonal matrices Λ ̃ s and Λ ̃ n contain the signal subspace and noise subspace eigenvalues, respectively.
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In k-fold cross-validation, k random, (approximately) equal-sized, disjoint partitions of the sample data are constructed, and a given model is trained on (k−1) partitions and tested on the excluded partition.
In the method, the correlation weight joint data vector is constructed and the data vector can make the noise subspace dimension of the corresponding weight covariance matrix which is not affected by the coregistration error, thus avoiding the trouble of calculating the noise subspace dimension before estimating the InSAR interferometric phase.
Therefore, all models of maternal and infant data were constructed to include season and parity (nulliparous compared with parous) as confounders, and interactions between group and parity or season were considered as appropriate.
Genome and transcriptome data were constructed using genome sequence and annotated transcripts.
The method refines each building block using experimental data before an oligomeric complex is constructed and all steps are compared with experimental data.
An in-looped design optimization system based on experimental data adopting hybrid searching algorithm is constructed and applied to optimize parameters of this synthetic jet device.
The secure biomedical data management system explained above is constructed and tested in the experiment environments shown in Table 1.
A permeability model and a gas release curve, which reflect observations from experiments, geomechanical modellings, mine site monitoring and borehole drainage data, were constructed for the mining-disturbed strata and incorporated into the CFD model.
The carotenoid and apocarotenoid biosynthetic and catabolic pathway used for Mapman [ 74] visualisation of expression and metabolite data was constructed using pathway information obtained from KEGG (map00906), AtIPD and VitisNet.
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