CENG 531
Advanced Artificial Intelligence
Approaches to AI; higherorder logic; planning; expert systems; environment of AI systems; soft computing in AI systems; nonsymbolic learning; natural language processing; intelligent agent; multiagent system; semantic web; robotics.
Course Objectives
1. Analysing cognitive models
2.Analysing interaction models
3.Develop sample smart systems
Recommended or Required Reading
Luger, George; Stubblefield, William; 2004; “Artificial Intelligence: Structures and Strategies for Complex Problem Solving”; The Benjamin/Cummings Publishing; ISBN 0805347801 ,Russell, Stuart; Norvig, Peter; 2003; “Artificial Intelligence – A Modern Approach”; Prentice-Hall; 0131038052 ,Giarratano, Joseph C.; Ritel, Gary D.; 2005; “Expert Systems – Principles and Programming”; Thompson Course Technology; 0534384471 ,Munakata, Toshinori; 2007; “Fundamentals of the New Artificial Intelligence Neural, Evolutionary, Fuzzy and More”; Springer; 9781846288395 ,Maedche, Alexander; 2002 ; “Ontology learning for the semantic web”; Kluwer Academic Publishing; 0792376560 ,Hjelm, Johan; 2001; “Creating the semantic Web with RDF: professional developer s guide”; John Wiley; ,Goertzel, Ben; Pennachin, Cassio; 2007; “Artificial General Intelligence”; Springer; 9783540237334 ,Nabiyev, Vasif V.; 2005; “Yapay Zeka”; Seçkin Yayıncılık; 9753479859
Learning Outcomes
1. Develop smart behaviours
2. Programme in declarative or rule-based languages
3. Develops interactive systems
4. Develops distributed systems
| Topics |
| Overview |
| Alternative AI Approaches |
| Higher-order Logic |
| Planning |
| Expert Systems |
| Environment Modelling |
| Summary |
| Soft Computing |
| Non-Symbolic Learning |
| Natural Language Processing |
| Intelligent Agent |
| Multi-Agent System |
| Semantic Web |
| Robotics |
Grading
Midterm 30%
Homework 10%
Research Presentation 30%
Final 30%
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