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Given a vector of real valued numbers as input, Fuzzy ART performs pattern categorization through winner-take-all competition, yielding a unique category code as output.
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Hajer defines discourse, "as an ensemble of notions, ideas, concepts, and categorizations through which meaning is ascribed to social and physical phenomena, and that is produced in and reproduces in turn an identifiable set of practices" [9].
Sexual orientation judgments and their accuracy were consistent with findings that race is heavily gendered [36] thereby affecting categorizations through a heuristic of gender inversion [22], [34].
The integration of science and art through categorization of structure property relationships presents a novel paradigm to create new bioinspired materials, through the translation of structures and mechanisms from distinct hierarchical systems and in the context of the limited number of building blocks that universally governs these systems.
The codebooks were then refined into a master codebook through comparison and categorization, with discrepancies resolved through discussion on the interpretation of the codes and their properties and dimensions [ 37].
Self-awareness contributed significantly to IADL performance, but its contribution was mediated through categorization ability.
Differences by project type were accounted for through categorization of projects by their application type (engineering & construction, information & telecommunication technology, organizational change), complexity, importance and contract type.
The categorization of programming through color coding is a nice feature, but not groundbreaking.
Through categorization, aggregation, and visualization, only part of the information has been presented in graphs.
Whereas learning by analogy emphasizes the notion that there are alternatives to learning through categorization, we emphasize that there is an alternative to naming a new technology from the perspective of category relations.
Through categorization and classification, particular instances of events in the data are linked to more general relevant concepts, and relationships can be identified between background influence, community membership and identity.
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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