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Algorithmic Intelligence

Towards an Algorithmic Foundation for Artificial Intelligence

Jezik AngleščinaAngleščina
Knjiga Mehka
Knjiga Algorithmic Intelligence Stefan Edelkamp
Koda Libristo: 50453951
Založba Springer Nature B.V., maj 2023
In this book the author argues that the basis of what we consider computer intelligence has algorith... Celoten opis
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In this book the author argues that the basis of what we consider computer intelligence has algorithmic roots, and he presents this with a holistic view, showing examples and explaining approaches that encompass theoretical computer science and machine learning via engineered algorithmic solutions.

Part I of the book introduces the basics. The author starts with a hands-on programming primer for solving combinatorial problems, with an emphasis on recursive solutions. The other chapters in the first part of the book explain shortest paths, sorting, deep learning, and Monte Carlo search. 

A key function of computational tools is processing Big Data efficiently, and the chapters in Part II of the book examine traditional graph problems such as finding cliques, colorings, independent sets, vertex covers, and hitting sets, and the subsequent chapters cover multimedia, network, image, and navigation data. 

The highly topical research areas detailed in Part IIIare machine learning, problem solving, action planning, general game playing, multiagent systems, and recommendation and configuration. 

Finally, in Part IV the author uses application areas such as model checking, computational biology, logistics, additive manufacturing, robot motion planning, and industrial production to explain how the techniques described may be exploited in modern settings.

The book is supported with a comprehensive index and references, and it will be of value to researchers, practitioners, and students in the areas of artificial intelligence and computational intelligence.

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O knjigi

Polni naslov Algorithmic Intelligence
Jezik Angleščina
Vezava Knjiga - Mehka
Datum izida 2023
Število strani 496
EAN 9783319655970
ISBN 3319655973
Koda Libristo 50453951
Teža 1106
Mere 210 x 280 x 25
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