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...
Saved in:
Main Author: | |
---|---|
Corporate Author: | |
Format: | Electronic eBook |
Language: | English |
Published: |
Singapore :
Springer Nature Singapore : Imprint: Springer,
2023.
|
Edition: | 1st ed. 2023. |
Series: | Cognitive Technologies,
|
Subjects: | |
Online Access: | Link to Metadata |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
MARC
LEADER | 00000nam a22000005i 4500 | ||
---|---|---|---|
001 | 978-981-19-5607-2 | ||
003 | DE-He213 | ||
005 | 20240312134335.0 | ||
007 | cr nn 008mamaa | ||
008 | 221206s2023 si | s |||| 0|eng d | ||
020 | |a 9789811956072 |9 978-981-19-5607-2 | ||
024 | 7 | |a 10.1007/978-981-19-5607-2 |2 doi | |
050 | 4 | |a QA76.9.N38 | |
072 | 7 | |a UYQL |2 bicssc | |
072 | 7 | |a COM073000 |2 bisacsh | |
072 | 7 | |a UYQL |2 thema | |
082 | 0 | 4 | |a 006.35 |2 23 |
100 | 1 | |a Kornai, András. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
245 | 1 | 0 | |a Vector Semantics |h [electronic resource] / |c by András Kornai. |
250 | |a 1st ed. 2023. | ||
264 | 1 | |a Singapore : |b Springer Nature Singapore : |b Imprint: Springer, |c 2023. | |
300 | |a XVI, 273 p. |b online resource. | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
347 | |a text file |b PDF |2 rda | ||
490 | 1 | |a Cognitive Technologies, |x 2197-6635 | |
505 | 0 | |a Chapter 1.Foundations of non-compositionality -- Chapter 2. From morphology to syntax -- Chapter 3.Time and space -- Chapter 4. Negation -- Chapter 5.Valuations and learnability -- Chapter 6.Modality -- Chapter 7.Adjectives, gradience, implicature -- Chapter 8.Trainability and real-world knowledge -- Chapter 9. Applications. | |
506 | 0 | |a Open Access | |
520 | |a 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. . | ||
650 | 0 | |a Natural language processing (Computer science). | |
650 | 0 | |a Computational linguistics. | |
650 | 0 | |a Artificial intelligence. | |
650 | 0 | |a Machine learning. | |
650 | 0 | |a Expert systems (Computer science). | |
650 | 0 | |a Digital humanities. | |
650 | 1 | 4 | |a Natural Language Processing (NLP). |
650 | 2 | 4 | |a Computational Linguistics. |
650 | 2 | 4 | |a Artificial Intelligence. |
650 | 2 | 4 | |a Machine Learning. |
650 | 2 | 4 | |a Knowledge Based Systems. |
650 | 2 | 4 | |a Digital Humanities. |
710 | 2 | |a SpringerLink (Online service) | |
773 | 0 | |t Springer Nature eBook | |
776 | 0 | 8 | |i Printed edition: |z 9789811956065 |
776 | 0 | 8 | |i Printed edition: |z 9789811956089 |
776 | 0 | 8 | |i Printed edition: |z 9789811956096 |
830 | 0 | |a Cognitive Technologies, |x 2197-6635 | |
856 | 4 | 0 | |u https://doi.org/10.1007/978-981-19-5607-2 |z Link to Metadata |
912 | |a ZDB-2-SCS | ||
912 | |a ZDB-2-SXCS | ||
912 | |a ZDB-2-SOB | ||
950 | |a Computer Science (SpringerNature-11645) | ||
950 | |a Computer Science (R0) (SpringerNature-43710) |