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The overall number of samples taken has been 54 on three different days.
This approach allows for the inclusion of more food products in a survey, but minimises the overall number of samples that need to be processed and analysed.
Isomap for small k values was not able to recover the manifold structure because the reconstruction of the neighborhood graph was not complete, and this failure did not permit the embedding of the overall number of samples.
By applying these approaches to a number of synthetic and real microarray datasets we show that for linear classifiers the optimal proportion depends on the overall number of samples available and the degree of differential expression between the classes.
This value is proportional to the frequency fwith change = Nwith change/Ntotal of their occurrence, where Nwith change is the number of samples in a subgroup with a given genomic imbalance and Ntotal is the overall number of samples in that subgroup.
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The minimal number depends on the overall number of sample amplifications performed and the number of positive results obtained with these amplifications and can be estimated using statistical tools (see below).
First, we tested if the overall number of sampled study clades that followed the predicted pattern (nucDNA resolves deeper nodes, mtDNA resolves shallower nodes) was significantly different from random using an exact binomial test (recommended for n ≤ 25; [ 98]).
Therefore, the overall number of TMA samples was 36, of which 31 were primary neuroblastoma samples taken before any treatments.
Therefore the overall number of available samples is 47 × 162 = 7614.
The overall number of water samples collected from different trains and analysed from September 2006 to January 2011 was 1,245 (Table 1).
The overall number of positive samples was lower in the vaccinated group indicating that BRSV replication was reduced after vaccination.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com