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the head h e a d i of the cluster c i that was used to obtain the fragment F i as a semantic representative of the values for relaxation attribute A inside fragment F i. the size w i of fragment F i that is used in the data replication problem; for simplicity, in this paper we only count the number of rows - but more advanced size measures can be used, too.
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We hypothesize that the MEDLINE output based on a user-generated PubMed query that is constrained to the desired topic and point-of-view will generate SemRep output that likely contains a semantic profile representative of the same topic and point-of-view focus.
At the core of the system is an information extraction component – a named entity recognizer – which extracts representative semantic information from the video texts.
These are represented in a hierarchical structure with the degree of indentation being representative of semantic dependency.
We develop a topic-driven initialization scheme, so that each learned relation type can be interpreted as a representative of semantic topics of the objects.
For semantic representation, three related formalisms dominate.
The objective of the first stage was to find representative Kansei factors from a large semantic space, using factor analysis and cluster analysis.
We employed a semantic similarity (SimRel) cutoff of 0.7 to define representative terms.
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The promising experiment results verify our proposed hypothesis, i.e., three weights for semantic aspects learned from a subset of concepts are representative of all concepts in the same ontology.
The REVIGO clustering algorithm identified semantic similarities among transcripts between groups by compressing the >7900 GO terms into representative lists of fewer than 350 for both the biological process and molecular function domains.
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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