Artificial Intelligence A New Synthesis-Nils JNilsson

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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