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As compared to original data, sources of spikes localized from noisy data are misleading.
A visual analysis of denoised data shows that from –25 dB noisy data the spike activity at T3 is well retrieved with CCA and CoM2 although the spike activity slightly diffuses on other channels as compared to original data.
The result of the analysis with square-root transformed data did not differ substantially compared to original data.
Dependability and confirmability were ascertained by the analysis process: a second investigator checked the reliability of coding; final themes were identified through consensus and were compared to original data in order to verify if they reflected an accurate representation of the participants' experiences of the intervention.
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Considering the first objective, we observed a slightly lower score for baseline emotional functioning in parent-proxy and self reports as well as the school functioning in self-reports when compared to original norm data.
For example, eBLAT alignments between C. elegans and C. briggsae or human and Xenopus orthologous DNAs both identified greater than 70% more shared sequences when compared to original BLAT alignments (data not shown).
This resultant spectrum data vector is very small in size as compared to original time domain signal data and contains almost all the features of the data.
Solutions include several bagging techniques like over-sampling, down-sizing and multiple down-sizing to decrease differences in class sizes while keeping similar data distribution compared to the original data [ 20, 21].
To examine the null hypothesis of stochastic generation of precise repeats, surrogate data were generated and compared to the original data.
Compared to the original data, the RIs of the mitochondrial coding data have a much higher frequency of values of around 0.3, while the morphological data have a disproportionate amount of character state changes interpreted as perfectly homologous throughout the tree.
Results from the null allele [54] corrected genotype data set using FREENA [23] were compared to the original data set for basic analyses, giving similar results.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com