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Knowledge representation, planning and reasoning

ECTS : 3

Description du contenu de l'enseignement :

The course introduces techniques for representing and reasoning over knowledge information.
1. Reasoning about Belief, Knowledge, and Preferences
    
- plausible and nonmonotonic reasoning
- reasoning about belief and knowledge (single-and multiple-agent), belief change
- case-based reasoning, analogical reasoning
- preference languages, reasoning about preferences
- reasoning and decision under uncertainty, graphical models
    
2. Planning
    
- reasoning about action, action languages for planning
- algorithms for classical planning 
- introduction to the planning description language PDDL
- short introduction to decision theory and decision-theoretic planning
- planning under uncertainty and full observability: Markov decision processes
- planning under partial observabilty: partially observable Markov decision processes
- multi-agent planning

Compétence à acquérir :

N/A

Mode de contrôle des connaissances :

written exam.

Bibliographie, lectures recommandées :

  

Université Paris Dauphine - PSL - Place du Maréchal de Lattre de Tassigny - 75775 PARIS Cedex 16 - 06/07/2024