Semantics in High-Dimensional Space
Keyword(s):
Geometric models are used for modelling meaning in various semantic-space models. They are seductive in their simplicity and their imaginative qualities, and for that reason, their metaphorical power risks leading our intuitions astray: human intuition works well in a three-dimensional world but is overwhelmed by higher dimensionalities. This note is intended to warn about some practical pitfalls of using high-dimensional geometric representation as a knowledge representation and a memory model—challenges that can be met by informed design of the representation and its application.
2011 ◽
Vol 32
(12)
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pp. 2895-2900
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2001 ◽
Vol 24
(3)
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pp. 305-320
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2021 ◽
Vol 2006
(1)
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pp. 012069
Keyword(s):
2007 ◽
Vol 15
(3)
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pp. 398-409
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