Kumiko Tanaka-Ishii

(Author)

Statistical Universals of Language: Mathematical Chance vs. Human Choice (2021)Paperback - 2021, 2 April 2022

Statistical Universals of Language: Mathematical Chance vs. Human Choice (2021)
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Part of Series
Mathematics in Mind
Print Length
236 pages
Language
English
Publisher
Springer
Date Published
2 Apr 2022
ISBN-10
3030593797
ISBN-13
9783030593797

Description

This volume explores the universal mathematical properties underlying big language data and possible reasons why such properties exist, revealing how we may be unconsciously mathematical in our language use. These properties are statistical and thus different from linguistic universals that contribute to describing the variation of human languages, and they can only be identified over a large accumulation of usages. The book provides an overview of state-of-the art findings on these statistical universals and reconsiders the nature of language accordingly, with Zipf's law as a well-known example.
The main focus of the book further lies in explaining the property of long memory, which was discovered and studied more recently by borrowing concepts from complex systems theory. The statistical universals not only possibly lie as the precursor of language system formation, but they also highlight the qualities of language that remain weak points in today's machine learning.
In summary, this book provides an overview of language's global properties. It will be of interest to anyone engaged in fields related to language and computing or statistical analysis methods, with an emphasis on researchers and students in computational linguistics and natural language processing. While the book does apply mathematical concepts, all possible effort has been made to speak to a non-mathematical audience as well by communicating mathematical content intuitively, with concise examples taken from real texts.

Product Details

Author:
Kumiko Tanaka-Ishii
Book Edition:
2021
Book Format:
Paperback
Country of Origin:
NL
Date Published:
2 April 2022
Dimensions:
23.39 x 15.6 x 1.35 cm
ISBN-10:
3030593797
ISBN-13:
9783030593797
Language:
English
Location:
Cham
Pages:
236
Publisher:
Weight:
358.34 gm

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