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Vector Semantics

Af: Andras Kornai Engelsk Paperback
SPAR
kr 65

Vector Semantics

Af: Andras Kornai Engelsk Paperback
This open access book introduces Vector semantics, which links the formal theory of word vectors to the cognitive theory of linguistics. 

The computational linguists and deep learning researchers who developed word vectors have relied primarily on the ever-increasing availability of large corpora and of computers with highly parallel GPU and TPU compute engines, and their focus is with endowing computers with natural language capabilities for practical applications such as machine translation or question answering. Cognitive linguists investigate natural language from the perspective of human cognition, the relation between language and thought, and questions about conceptual universals, relying primarily on in-depth investigation of language in use. 

In spite of the fact that these two schools both have ''linguistics'' in their name, so far there has been very limited communication between them, as their historical origins, data collection methods, and conceptual apparatuses are quite different. Vector semantics bridges the gap by presenting a formal theory, cast in terms of linear polytopes, that generalizes both word vectors and conceptual structures, by treating each dictionary definition as an equation, and the entire lexicon as a set of equations mutually constraining all meanings. 

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This open access book introduces Vector semantics, which links the formal theory of word vectors to the cognitive theory of linguistics. 

The computational linguists and deep learning researchers who developed word vectors have relied primarily on the ever-increasing availability of large corpora and of computers with highly parallel GPU and TPU compute engines, and their focus is with endowing computers with natural language capabilities for practical applications such as machine translation or question answering. Cognitive linguists investigate natural language from the perspective of human cognition, the relation between language and thought, and questions about conceptual universals, relying primarily on in-depth investigation of language in use. 

In spite of the fact that these two schools both have ''linguistics'' in their name, so far there has been very limited communication between them, as their historical origins, data collection methods, and conceptual apparatuses are quite different. Vector semantics bridges the gap by presenting a formal theory, cast in terms of linear polytopes, that generalizes both word vectors and conceptual structures, by treating each dictionary definition as an equation, and the entire lexicon as a set of equations mutually constraining all meanings. 

Produktdetaljer
Sprog: Engelsk
Sider: 273
ISBN-13: 9789811956096
Indbinding: Paperback
Udgave:
ISBN-10: 981195609X
Udg. Dato: 7 dec 2022
Længde: 0mm
Bredde: 260mm
Højde: 193mm
Forlag: Springer Verlag, Singapore
Oplagsdato: 7 dec 2022
Forfatter(e): Andras Kornai
Forfatter(e) Andras Kornai


Kategori Ekspert - og vidensbaserede systemer


Sprog Engelsk


Indbinding Paperback


Sider 273


Udgave


Længde 0mm


Bredde 260mm


Højde 193mm


Udg. Dato 7 dec 2022


Oplagsdato 7 dec 2022

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