- School of Computer Science and Engineering, Seoul National University
- Instructor: Prof. Byoung-Tak Zhang
- TA: Byoung-Hee Kim (Office : 301-419, Tel : 880-1847)
- Classroom: 301-101
- Time: Mon 09:00-10:15 and Wed 09:00-10:15
- Objectives
- To understand the principles of cognitive information processing in the human brain
- To get ideas on developing computational methods to imitate the human cognition, learning, and memory
- To acquire the theoretical and technical tools for application of artificial intelligence
- To understand the history and future prospects of bio-inspired artificial intelligence
- Textbook
- Artificial Intelligence: A New Synthesis, Nils J. Nilsson, Morgan Kaufmann, 1998. [AI]
- Cognitive Neuroscience: The Biology of the Mind, M.S. Gazzaniga, R.B. Ivry, and G.R. Mangun, Norton & Company, 2002. [CNS]
- References
- Hypernetworks: A molecular evolutionary architecture for cognitive learning
and memory, IEEE Computational Intelligence Magazine,
3(3):49-63, 2008. [IEEE-CIM, 2008]
- Molecular Nanobiointelligence Computers: Computer Science Meets Biotechnology, Nonotechnology, and Cognitive Science (in Korean), Communications of the Korea Information Science Society, 23(5):41-56, 2005. [NBIC, 2005]
- Hyperinteractionism: Investigations into Artificial Minds Beyond Symbolism, Connectionism, and Dynamicism (in Korean), Natural Science, 144-165, Summer 2005. [HI, 2005]
- Artificial Intelligence: Past, Present and Future (in Korean), In Computers in the 21st Century, Chap. 11, Kyohaksa, pp.176-200, 1998. [AI-PPF, 1998]
- Evaluation:
- three exams (60%)
- two small-scale projects (30%)
- presence and participation in discussion (10%)
- Projects:
- Project #2New!: Prediction using Genetic Programming
- description, data (Due: Nov. 19 => extended to Nov. 26)
- Schedule
| Topic |
References
|
Introduction to AI
(Computers, Intelligence, Mind, and Brain) |
AI_Intro (bw), AI Ch.1, CNS Ch. 1 (bw), [IEEE-CIM, 2008] [NBIC, 2005]
|
| Neural Networks |
AI Ch.3,
NN suppl, NN suppl2 (in Korean)
|
| Genetic Programming |
AI Ch.4, GP suppl, GP suppl2 (in Korean)
|
|
Discussion and 1st Exam (October 8: NN & GP)
|
| Heuristic Search |
AI Chs. 8 & 9 |
| Logical Reasoning |
AI Chs. 13 & 14 |
| The Predicate Calculus |
AI Chs. 15 & 16 |
| Knowledge-Based Systems |
AI Ch. 17-1, 17-2 |
| Bayesian Networks |
AI Ch. 19, BN suppl |
| Intelligent Agents |
AI Ch. 25, Intelligent Agents suppl |
|
Discussion and 2nd Exam (October 29 => Nov. 10: Search, Logic, KBS)
|
| Cellular and Molecular Basis of Cognition |
CNS Ch.2 (bw) |
| Perception and Vision |
CNS Chs. 5 (bw) & 6 (bw) |
| Learning and Memory |
CNS Ch. 8 (bw) |
| Language and the Brain |
CNS Ch. 9 (bw) |
| Action and Decision Making |
CNS Ch. 11 (bw), Ch. 12 (bw)
|
| Future of AI |
[WCCI 2008, Talk] [JSCI 2006, Talk]
[IEEE-CIM, 2008]
|
|
Final Exam (December 10: CNS Ch.8,9)
|
- |
Lecture Board
 Previous AI Courses
|