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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.
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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.
It provides details of how the probabilistic models of aircraft flight dynamics, satellite communication system measurements, environmental effects and radar data were constructed and calibrated.
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.
Interview data are constructed jointly by the interviewer and the interviewee.
Ely et al. [ 35] point out that themes do not simply 'emerge' from the data, they are constructed and interpreted by a researcher within the framework of their contextual understanding of the data and initial research questions.
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.
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.
The new data was constructed using old newspaper articles and the hemispheric weather map series.
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CEO of Professional Science Editing for Scientists @ prosciediting.com