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These data were consistent with our meta-expression data, indicating that the latter, when based upon a large collection of reference data, are reliable.
As high-throughput genotyping and sequencing technologies continue to mature and decrease in cost, the worldwide collection of reference data will continue to grow.
We sought to explore an approach where one can algorithmically solve the tissue of origin of the sample by comparing the whole genome expression profile of the sample to a large collection of reference data from the public domain, extracted from the GeneSapiens database [ 23].
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Owing to the high cost of reference data collection, these data cannot be known for all the pixels in the population but only for a sample.
With the same placement method as the learning data collection described in "Fine adjustment of reference data with input data" section, a folded fabric products was randomly placed in front of the robot, and it was investigated whether grasping can be done consistently.
Note that the ELISA test, as well as being used in the simulation of control, was also used to model the collection of the reference data set for the fitting procedure described in section "Latin hypercube sampling and reweighting parameter sets".
We utilized Landsat Thematic Mapper images from 2010 and 2011, and a robust collection of ground reference data developed from aerial photography, supported by field verification (vegetation sampling) where access permitted, to construct a thematic map of 11 land cover classes.
Bat miRNAs were compared to the following collections of reference miRNA sequence data: MiRBase version 20 (all vertebrates); Biggar et al. [ 9]; Platt et al. [ 13]; Ensembl (P. vampyrus, M. lucifugus).
A collection of reference arrays was made with them.
In this paper two aspects of ground reference data collection were analyzed: (1) the positioning error of the ground plots; and (2) the optimal number of training plots.
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