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Overall, we found that the current algorithm was able to recover topics coherent with pre-defined gene sets concerned with metabolic pathways from KEGG as well as genetically associated disease genes from GAD.
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Our guidelines do permit reviewers to take steps to make topics more coherent, such as combining related topics into a single event (such as #starwars and maythefourthbewithyou), to deliver a more integrated experience.
However, feedback control of quantum systems need not involve measurements, and indeed the topic of coherent quantum feedback is evolving [14 20], though a general theory of optimal design of coherent quantum feedback systems is at present unavailable.
Topic models are preferred for aspect extraction as coherent topics without requiring any manual support.
Along with coherent topics, it also tends to find incoherent topics that doesn't make much sense, however, it shows better results for large datasets.
However, in that case the model takes longer to converge to coherent topics.
We give baseline results for the tasks of: discovering individual pages of interest, clustering these pages into coherent topics, and extracting the most relevant summarizing sentence for the reader.
They found that those topics were semantically coherent and most represented biological objects or concepts.
To promote knowledge around coherent topics, educational research should be located within a theoretical framework [ 33].
Overall our novel method provides a quick and useful way to analyze any input gene with respect to coherent topics in the literature.
Here we investigated its use for genetics data as well as transcriptomics data, but we expect it to work equally well in other settings, if coherent topics for the genes exist in the literature.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com