Vaishak Belle
Springer International Publishing
e druk, 2024
9783031210051
Toward Robots That Reason: Logic, Probability & Causal Laws
Specificaties
Paperback, blz.
|
Engels
Springer International Publishing |
e druk, 2024
ISBN13: 9783031210051
Rubricering
Juridisch
:
Onderdeel van serie
Synthesis Lectures on Artificial Intelligence and Machine Learning
Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whatever information is available about the application at hand. It then presents a mathematical treatment of the core issues that arise when unifying first-order logic and probability, especially in the presence of dynamics, including physical actions, sensing actions and their effects. A model for expressing causal laws describing dynamics is also considered, along with computational ideas for reasoning with such laws over probabilistic logical knowledge.
Specificaties
ISBN13:9783031210051
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Inhoudsopgave
Preface.- Acknowledgments.- Introduction.- Representation Matters.- From Predicate Calculus to the Situation Calculus.- Knowledge.- Probabilistic Beliefs.- Continuous Distributions.- Localization.- Regression & Progression.- Programs.- A Modal Reconstruction.- Conclusions.<br>
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