Titel: Tangles: A Structural Approach to Artificial Intelligence in the Empirical Sciences
Verlag: Cambridge University Press
Ver�ffentlichungsdatum: 2024
Sprache: Englisch
ISBN-10: 100947331X
ISBN-13: 9781009473316
Bindung: Hardcover
Zustand: Brand New

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Inhaltsangabe

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.

�ber die Autorin bzw. den Autor

Reinhard Diestel is Chair of Discrete Mathematics at Universit�t Hamburg, where he works on structural graph theory and combinatorics. He is the author of the leading graduate-level text 'Graph Theory' (6th edition, 2024), which has been translated into German, Russian, Japanese, and Chinese.

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