DESCRIPCIÓN
Intelligent agents are employed as the central characters in this new introductory text. Beginning with elementary reactive agents, Nilsson gradually increases their cognitive horsepower to illustrate the most important and lasting ideas in AI. Neural networks, genetic programming, computer vision, heuristic search, knowledge representation and reasoning, Bayes networks, planning, and language understanding are each revealed through the growing capabilities of these agents. The book provides a refreshing and motivating new synthesis of the field by one of AI’s master expositors and leading researchers. Artificial Intelligence: A New Synthesis takes the reader on a complete tour of this intriguing new world of AI.
CONTENIDO
Capitulo I. Reactive Machines
Stimulus – Response Agents
Neural Networks
Machine Evolution
State Machines
Robot Vision
Capitulo II. Search in State Spaces
Agents that Plan
Uniformed Search
Heuristic Search
Planning, Acting, and Learning
Alternative Search Formulations and Applications
Adversarial Search
Capitulo III. Knowledge representation and Reasoning
The propositional Calculus
Resolution in the Propositional Calculus
The Predicate Calculus
Resolution in the Predicate Calculus
Knowledge – Based Systems
Representing Commonsense Knowledge
Reasoning with Uncertain Information
Learning and Acting with Bayes Nets
Capitulo IV. Planning Methods Based on Logic
Situation Calculus
Planning
Capitulo V. Communication and Integration
Multiple agents
Communication among Agents
Agent Architectures
DATOS TECNICOS
Título: Artificial Intelligence, A New Synthesis
Autor: Nills J. Nilsson
Número de Páginas: 513
Compresor : WinRar
Formato: .pdf
Peso del Archivo: 10.88 Mb
Idioma: Inglés
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