Artificial intelligence : a modern approach

Titel: Artificial intelligence a modern approach
verantwortlich: Russell, Stuart J. (VerfasserIn); Norvig, Peter (VerfasserIn)
Ausgabe: Fourth edition.; Global edition.
veröffentlicht: [London]: Pearson, [2021]
Erscheinungsjahr: 2021
Medientyp: E-Book
Datenquelle: British National Bibliography
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<span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">Part I: Artificial Intelligence <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">1. Introduction <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">1.1<span style="mso-spacerun:yes"> What Is AI? <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 1.2<span style="mso-spacerun:yes"> The Foundations of Artificial Intelligence <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 1.3<span style="mso-spacerun:yes"> The History of Artificial Intelligence <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 1.4<span style="mso-spacerun:yes"> The State of the Art <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 1.5<span style="mso-spacerun:yes"> Risks and Benefits of AI <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">2. Intelligent Agents <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 2.1<span style="mso-spacerun:yes"> Agents and Environments <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 2.2<span style="mso-spacerun:yes"> Good Behavior: The Concept of Rationality <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 2.3<span style="mso-spacerun:yes"> The Nature of Environments <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 2.4<span style="mso-spacerun:yes"> The Structure of Agents <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">Part II: Problem Solving <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">3. Solving Problems by Searching <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.1<span style="mso-spacerun:yes"> Problem-Solving Agents <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.2<span style="mso-spacerun:yes"> Example Problems <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.3<span style="mso-spacerun:yes"> Search Algorithms <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.4<span style="mso-spacerun:yes"> Uninformed Search Strategies <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.5<span style="mso-spacerun:yes"> Informed (Heuristic) Search Strategies <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 3.6<span style="mso-spacerun:yes"> Heuristic Functions <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">4. Search in Complex Environments <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 4.1<span style="mso-spacerun:yes"> Local Search and Optimization Problems <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 4.2<span style="mso-spacerun:yes"> Local Search in Continuous Spaces <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 4.3<span style="mso-spacerun:yes"> Search with Nondeterministic Actions <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 4.4<span style="mso-spacerun:yes"> Search in Partially Observable Environments <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 4.5<span style="mso-spacerun:yes"> Online Search Agents and Unknown Environments <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">5. Adversarial Search and Games <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.1<span style="mso-spacerun:yes"> Game Theory <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.2<span style="mso-spacerun:yes"> Optimal Decisions in Games <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.3<span style="mso-spacerun:yes"> Heuristic Alpha
Beta Tree Search <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.4<span style="mso-spacerun:yes"> Monte Carlo Tree Search <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.5<span style="mso-spacerun:yes"> Stochastic Games <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.6<span style="mso-spacerun:yes"> Partially Observable Games <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 5.7<span style="mso-spacerun:yes"> Limitations of Game Search Algorithms <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">6. Constraint Satisfaction Problems <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">6.1<span style="mso-spacerun:yes"> Defining ConstraintSatisfaction Problems <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 6.2<span style="mso-spacerun:yes"> Constraint Propagation: Inference in CSPs <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 6.3<span style="mso-spacerun:yes"> Backtracking Search for CSPs <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 6.4<span style="mso-spacerun:yes"> Local Search for CSPs <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> 6.5<span style="mso-spacerun:yes"> The Structure of Problems <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri"><span style="mso-spacerun:yes"> <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">Part III: Knowledge and Reasoning <span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:Calibri">7. Logical Agents <span style="font