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Data of the present study will not be shared because the same data and materials will be used in further publications where the analysis of different sutures will be presented.
Furthermore, the validation is partly biased because the same data set was used for the derivation of parts of the model parameters, e.g. soil solution concentrations were used for the derivation of cation exchange constants.
But at the end of the day, machine learning can only be as smart as the data that's being fed to it, and therein lies the problem — because the same data used to train machine learning algorithms can teach it to become evil or biased.
Note, however, that the predictive abilities were always overestimated because the same data were used to estimate the model and its predictive ability.
Because the same data set is used to both generate and then confirm the factor structure it may be less informative.
Because the same data were used to develop and evaluate vigiRank, there might be a risk of over-estimating its predictive performance.
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Because using the same data for model testing and validation leads to overfitting and deflates the estimated error rate, we used 10-fold cross-validation on a randomly selected 75% training sample for model training.
However, the shale volume is less influencing than water saturation because both have the same data behavior as both reflect the same rock and fluid characteristics.
The model's results can be further compared with other information for Lithuania, not fully independent of the input data used by CBM, because derived by the same data sources (i.e., NFI). Figure 2 reports the age class evolution estimated by CBM between 1996 and 2012, compared with the original age class distribution reported by NFI 2004 2008 (attributed to 2006).
This is because now each UT receives the same data from four different BSs instead of only two, increasing the diversity order and also the antenna array gain since the different copies are coherently combined in the receiver.
Such informal procedures cannot tell us more than can formal analyses because they rely on the same data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com