Tangles : A Structural Approach to Artificial Intelligence in the Empirical Sciences

Tangles : A Structural Approach to Artificial Intelligence in the Empirical Sciences

Hardcover

23 May, 2024

By Reinhard Diestel (author)

Tangles offer a precise way to identify structure in imprecise data. By grouping qualities that often occur together, they not only reveal clusters of thin...

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Last updated on 12 Jan, 2026

ISBN-10:

100947331X

ISBN-13:

9781009473316

Publisher

Cambridge University Press

Dimensions

9.00 X 6.00 X 0.69 inches

Language

English

Description

Tangles offer a precise way to identify structure in imprecise data. By grouping qualities that often occur together, they not only reveal clusters of things but also types of their qualities: types of political views, of texts, of health conditions, or of proteins. Tangles offer a new, structural, approach to artificial intelligence that can help us understand, classify, and predict complex phenomena. This has become possible by the recent axiomatization of the mathematical theory of tangles, which has made it applicable far beyond its origin in graph theory: from clustering in data science and machine learning to predicting customer behaviour in economics; from DNA sequencing and drug development to text and image analysis. Such applications are explored here for the first time. Assuming only basic undergraduate mathematics, the theory of tangles and its potential implications are made accessible to scientists, computer scientists, and social scientists.

Product Details

ISBN-10

:100947331X

ISBN-13

:9781009473316

Publisher

:Cambridge University Press

Publication date

: 23 May, 2024

Category

: Mathematics

Sub-Category

: Discrete Mathematics

Format

:Hardcover

Language

:English

Reading Level

: All

Dimension

: 9.00 X 6.00 X 0.69 inches

Weight

:573 g

Editorial Reviews

'As a sociologist, I am impressed by Diestel's innovative approach. Tangles open up completely new ways for empirical social research to gain insights that go beyond the usual generation of hypotheses and their verification or falsification. Tangles offer the opportunity to make the 'big sea of silent data' speak for itself.' Rolf von Lüde, Universität Hamburg
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