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It produces also comparable recognition rates to the original recognition system trained with patterns of data obtained with the LS nodal heads state estimator while being computationally superior by requiring a single architecture of the GFMMNN type and using a small number of pattern recognition hyperbox fuzzy sets built by the same GFMMNN architecture.
This method is more complex and difficult than a visual interpretation of a small number of pattern images.
With the analysis of a small number of pattern scores that summarise consumption of a large number of correlated foods, there is less of an issue with multiple testing than if hundreds of correlated intakes had been tested individually in a hypothesis-free study.
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However, it is noted that the McFIS-ASPVC requires less computational time compared to the McFIS-PVC due to the small number of patterns (i.e., 8 instead of 32).
The cloud-based service is powered by Sumo Logic's Elastic Log Processing, which is a scalable architecture that enables log analytics at a large scale; and LogReduce, which are a set of adaptive algorithms that reduce millions of logs into a small number of patterns.
Moreover, a small number of patterns cannot better approximate the CRMBs, as a result there is always a possibility of ignoring a CRMB using the pattern mode, if only the extracted pattern from a cluster is used to match against the CRMBs of the same cluster.
The nine graphs display a small number of patterns of the gene-lifecourse interaction.
Our approach, by construction, uses only a very small number of patterns.
Under a lower dimensionality, even a small number of patterns will show their true distribution.
The strengths of the classification model proposed in this study are: a) small sized support-set, b) small number of patterns, c) interpretability and d) high accuracy on validation.
This would have led to little interest of the medical community in the results, as practical conclusions would have been limited to a very small number of patterns.
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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