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Kniha Computer Science and Artificial Intelligence as Multifractal System Pooja Vats

Computer Science and Artificial Intelligence as Multifractal System

DE

Autor: Pooja Vats
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: LAP Lambert Academic Publishing
Dostupnost: Skladem u dodavatele
Odesíláme za 8-11 dnů
964 Kč
The book begins by introducing the concept of multifractality and explaining how modern computationa...

Informace o knize

Autor
Pooja Vats
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2026
Stránek
72
EAN
9786209995040
Enbook ID
52768048
Vydavatel
LAP Lambert Academic Publishing
Hmotnost
125
Rozměry
150 x 220

Kompletní popis

The book begins by introducing the concept of multifractality and explaining how modern computational systems differ from traditional linear systems. It discusses how internet traffic, neural networks, cloud infrastructures, distributed databases, and Artificial Intelligence systems generate highly irregular and adaptive computational patterns across multiple scales.The mathematical foundations of multifractal theory are developed through detailed discussions on scaling laws, power-law relationships, fractal dimensions, and multifractal spectra. These mathematical tools provide a framework for analyzing nonlinear computational complexity and scale-dependent system behavior. A major focus of the book is the study of Artificial Neural Networks and deep learning architectures as multifractal systems. The book explains how hierarchical learning,nonlinear activations, adaptive optimization, and dynamic feature extraction producemulti-scale computational behavior similar to natural complex systems.