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All this is done for a complex dataset which can be fitted to a real dataset in terms of data profiles and distributions.
The Tribune handled a complex dataset just right: Instead of throwing a bunch of numbers at readers, in a sort of "you figure it out" way, they add context along with depth so the reader knows what they are looking at, and why it is important.
Imagine that we have a complex dataset (like handwritten digits, or landscapes, or cat photos) and we would like to learn a generative model that can output realistic new data with similar qualities to the input data.
The resulting clusters prove that the use of metabolic features combined with the ES is able to handle a complex dataset that can help in the extraction of underlying information, gaining advantage over other existing approaches, that may relate metabolism with phenotypic, environmental or evolutionary characteristics in prokaryotic species.
With minimal effort PCA reduces a complex dataset to a lower dimension to reveal the sometimes hidden, simplified structures that often underlie it.
This association was confirmed by a large study performed in Germany, showing that homozygous carriers of the G allele had a twofold increase in risk for the disease [15], but was not replicated in a complex dataset of CH patients of Danish, Swedish, and British origin [16].
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Sequence logos of these clusters are shown in Figure 2. To investigate the tool's performance on a more complex dataset, a phage display experiment examining three monocolonal antibodies (CHIP 3.1, EEV1‐2.1 and DO.1) was performed.
We used a protein complex dataset as a reliable positive protein pair by decomposing it into binary interactions [34].
To asses our approach not only in terms of the improved knowledge obtained from the joint versus separate analysis, but also in terms of the relevance of the information carried by the latent features, we applied the method to a more complex dataset that is a large high-grade serous ovarian adenocarcinomas dataset (HGS-OvCa)[ 4].
That's an interesting and powerful way to visualise a hugely complex dataset.
Drosophila melanogaster was considered for our analysis; however there was insufficient data to produce a reliable complex dataset.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com