Image of Vector Semantics
Bookmark Share

Text

Vector Semantics

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.

Availability

No copy data

Detail Information
Series Title
Cognitive Technologies
Call Number
XVI, 273
Publisher
Springer Singapore : Springer Singapore.,
Collation
-
Language
English
ISBN/ISSN
-
Classification
NONE
Content Type
text
Media Type
computer
Carrier Type
online resource
Edition
1
Subject(s)
Digital humanities
Natural Language Processing (NLP)
Specific Detail Info
-
Statement of Responsibility
Other Information
Cataloger
-
Source
https://link.springer.com/book/10.1007/978-981-19-5607-2
Validator
Suwardi
Digital Object Identifier (DOI)
-
Journal Volume
-
Journal Issue
-
Subtitle
-
Parallel Title
-
Other version/related

No other version available

File Attachment
Comments
You must be logged in to post a comment