Course 4190.408: Artificial Intelligence (2005)

School of Computer Science and Engineering, Seoul National University
Instructor: Prof. Byoung-Tak Zhang
TA: In-Hee Lee (Room: 301-417, Tel.: 880-1835)
Classroom: 301-101
Time: Tue 16:00-17:15 and Thu 16:00-17:15
Textbook
• Artificial Intelligence: A New Synthesis, Nils J. Nilsson, Morgan Kaufmann, 1998.
References
1. Artificial Intelligence: Past, Present and Future (in Korean), In Computers in the 21st Century, Chap. 11, Kyohaksa, pp.176-200, 1998.
   
2. Biointelligence = Bioinformatics + Artificial Intelligence (in Korean), Communications of the KISS, 18(8): 90-100, 2000.
3. Learning and Optimization by Artificial Evolution (in Korean), ICASE Magazine, 1(3):52-61, 1995.
4. Neural Networks (in Korean), Natural Sciences, Vol. 8, Spring, Seoul National University, May 2000.
Essay Materials^new (A4 3 ~ 5 pages, Deadline: Tuesday, May 10, 2005)
1. Minds, Brains, and Computers, R. Cummins and D. D. Cummins (Eds.), 2000.
2. Computationalism: New Directions, M. Scheutz (Eds.), 2002.
3. Molecular Computing, T. Sienko, A. Adamatzky, N. G. Rambidi and M. Conrad (Eds.), 2003.
Evaluation: Two exams (40%), three small-scale projects (40%), essays and presentation (10%), etc. (10%)
Projects:
• Project #1: Machine Learning using Neural Networks
• Project #2: Symbolic Regression via Genetic Programming (data)
• Project #3^new: Diagnosis using Bayesian Networks (Due: 6. 16, data)
Midterm Exam: Thursday, April 26, 2005.
Final Exam: Tuesday, June 14, 2005 (ch. 13-17).

Schedule
Title	Reference
- Introduction	Chapter 1
- Stimulus-Response Agents	Chapter 2
- Neural Networks	Chapter 3
- Machine Evolution	Chapter 4
- State Machines	Chapter 5
- Agents That Plan	Chapter 7
- Uninformed Search	Chapter 8
- Heuristic Search	Chapter 9
- Planning Acting and Learning	Chapter 10
- Reasoning with Uncertain Information	Chapter 19
- Learning and Acting with Bayes Nets	Chapter 20, Ref
- The Propositional Calculus	Chapter 13
- Resolutions in the Propositional Calculus	Chapter 14new
- The Predicate Calculus	Chapter 15, Decision Tree
- Resolutions in the Predicate Calculus	Chapter 16
- Knowledge-Based Systems	Chapter 17-1, 17-2
- Planning	Chapter 22
- Multiple Agents	Chapter 23
- Communication among Agents	Chapter 24
- Agent Architectures	Chapter 25, Intelligent Agents

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Related Links

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This Page is maintained by In-Hee Lee
Last Updated: 2005/06/21