Artificial Intelligence: A New Synthesis (Paperback)
Nils J. Nilsson
- 出版商: Morgan Kaufmann
- 出版日期: 1997-08-01
- 售價: $1,127
- 語言: 英文
- 頁數: 536
- 裝訂: Paperback
- ISBN: 1558605355
- ISBN-13: 9781558605350
-
相關分類:
人工智慧
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相關主題
商品描述
Description:
Intelligent agents are employed as the central characters in this 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. A distinguishing feature of this text is in its evolutionary approach to the study of AI. This book provides a refreshing and motivating synthesis of the field by one of AI's master expositors and leading researches.
Table of Contents:
Reactive Machines. Neural Networks. Machine Evolution. State Machines. Robot Vision. Search in State Spaces. Agents that Plan. Uninformed Search. Heuristic Search. Planning, Acting and Learning. Alternative Search. Knowledge Representation and Reasoning. The Propositional Calculus. The Predicate Calculus. Knowledge-based Systems. Representing Common sense Knowledge. Reasoning with Uncertain Information. Learning and Acting with Bayes Nets. Planning Methods Based on Logic. The Situation Calculus. Planning. Communication and Integration. Multiple Agents. Communication Among Agents. Agent Architectures.
商品描述(中文翻譯)
描述:
這本入門書籍以智能代理人作為中心角色。從基本的反應式代理人開始,Nilsson逐漸增加了它們的認知能力,以展示人工智能中最重要且持久的理念。透過這些代理人的不斷成長能力,揭示了神經網絡、遺傳編程、計算機視覺、啟發式搜索、知識表示和推理、貝葉斯網絡、規劃和語言理解等領域。這本書的一個獨特特點在於其對人工智能研究的演化方法。這本書由AI領域的大師和領先研究者之一提供了一個清新且激勵人心的綜合。
目錄:
反應式機器。神經網絡。機器演化。狀態機。機器視覺。狀態空間搜索。規劃代理人。無信息搜索。啟發式搜索。規劃、行動和學習。替代搜索。知識表示和推理。命題演算。謂詞演算。基於知識的系統。表示常識知識。不確定信息推理。使用貝葉斯網絡進行學習和行動。基於邏輯的規劃方法。情境演算。規劃。通信和整合。多個代理人。代理人之間的通信。代理人架構。