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C00003 00003 1. Fundamental AI (including representation, problem-solving,
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STANFORD UNIVERSITY
COMPUTER SCIENCE DEPARTMENT
SPRING, 1974
Ph.D. QUALIFYING EXAMINATION SYLLABUS
ARTIFICIAL INTELLIGENCE
WARNING WARNING: an additional "fact sheet" is available
from guynn perry and supplements this list; do not pose any questions
until after examining both this list and that sheet.
1. Fundamental AI (including representation, problem-solving,
history, and languages)
Amarel, Saul (1968) On Representations of Problems of Reasoning about
Actions. Machine Intelligence 3, pp. 131-171 (eds. Meltzer,
B. and Michie, D.), New York: American Elsevier Pub. Co.
Bobrow, D. and Raphael, B. (1973) New Programming Languages
for AI Research. XEROX Report CSL-73-2,
August 20, 1973.
Feigenbaum, E. and Feldman, J. (eds) (1963) Computers and Thought.
New York: McGraw-Hill. Part 1, Secs. 1,2,3,6; Part 2, Sec. 1
and also the Feigenbaum article in Sec. 2; Part 3, only the
Minsky article.
McCarthy,J. and Hayes, P. (1969) Some Philosophical Problems from
the Standpoint of Artificial Intelligence. Machine
Intelligence 4, pp. 463-502 (eds Meltzer and MIchie)
Edinburgh: Edinburgh University Press.
Minsky, M. and Papert, S. (1972) Artificial Intelligence Progress
Report. MIT Project MAC, AI Memo 252.
Newell, A. (1969) Heuristic Programming: Ill-Structured Problems,
in (ed. Aronofsky, A.) Progress in Operations Research III,
John Wiley and Sons. pp. 360-414.
Nilsson, N. J. (1971) Problem-Solving Methods in Artificial Intelligence.
New York: McGraw-Hill.
In Addition: Thumb Through the following, to get an idea what
material is likely to occur in each:
SIGART
Artificial Intelligence Journal
Machine Intelligence
2. Natural Language
Minsky, Marvin (ed) (1968) Semantic Information Processing.
Cambridge: M.I.T. Press. Note: Study the first chapter and just
scan the rest.
Schank, R., and Colby, K.(eds) (1973) Computer Models of Thought and Language.
Freeman & Co. Note: parts are also relevant to psychology.
Simmons, R. (1965) Answering English Questions by Computer: A Survey,
CACM 8, 1; January, 1965, pp. 53-70.
Simmons, R. (1970) Natural Language Question Answering Systems.
CACM 13, 1; January, 1970, pp. 15-30.
3. Vision and Robotics
Agin, G. and Binford, T. (1973) Computer Description of Curved
Objects. Third Internatonal Joint Conference
on Artificial Intelligence, Advanced Papers pp 629-640.
Feldman, J., Pingle, Binford, Falk, Kay, Paul, Sproull, and
Tenenbaum. (1971) The Use of Vision and Manipulation
to Solve the "Instant Insanity" Puzzle. Proceedings
of the Second International Joint Conference on Artificial
Intelligence. London: The British Computer Society.
Fikes, Hart, and Nilsson (1972) Learning and Executing Generalized
Robot Plans. Artificial Intelligence, Vol. 3 (Winter, 1972).
Note: this paper also bears on inductive inference.
Winston, P. H. (1972) The M.I.T. Robot,
Machine Intelligence 7, American Elsevier Pub.,
pp. 436-442 only. ←←←← note carefully
Yakimovsky, Y. and Feldman, J. (1973) A Semantics-Based Decision
Theory Region Analyzer. Third IJCAI, Advanced Papers pp 580-8.
In addition, the following films must be viewed (Available at AI Lab):
Motion & Vision (Nov., 1972) Suzanne Kandra. 22 minutes.
Automated Pump Assembly (April, 1973) Paul & Pingle. 7 min.
4. Speech Understanding
*Erman, Fennell, Lesser, and Reddy (1973) System Organization for Speech
Understanding. Third IJCAI, pp. 194-199.
Note: the three references marked by an asterisk (*) are
also available together in "Working Papers in Speech
Recognition", CMU Comp. Sci. Speech Group, Aug. 1973.
Newell, Barnett, Forgie, Green, Licklider, Munson, Reddy, and
Woods (1971) Speech Understanding Systems: Final Report of a
Study Group. Carnegie-Mellon University: Computer Science
Department. Chaps. 1,2,3,4,5,6; Appendix A2.
Also published in book form as Speech Understading
Systems (1973) Amsterdam: North-Holland.
*Reddy, D. Raj, Erman, Fennell, an Neely (1973) The HEARSAY Speech
Understanding System: An Example of the Recognition Process.
Third IJCAI, pp. 185-193.
*Reddy, Erman, an Neely (1973) A Model and a System for Machine
Recognition of Speech. IEEE Transactons, Audio and
Electrostatics, Autumn, 21 (3) , June, 1973.
Woods, W. A. and Makhoul, J. (1973) Mechnical Inference Problems in
Continuous Speech Understanding. Third IJCAI, pp. 200-207.
5. Automatic Programming
Darlington, J. and Burstall, R. (1973) A System Which
Automatically Improves Programs. Third IJCAI, pp. 479-485.
Floyd, R.W. (1971) Toward Interactive Design of Correct
Programs. IFIP 1971 (C.V. Freiman, ed.) V.1, pp 7-10.
Nilsson, N. J. (1971) Problem-Solving Methods in Artificial Intelligence.
New York: McGraw-Hill. Note: Chapter 7 only is relevant here.
6. Psychology
Newell, A., and Simon, H. (1972) Human Problem Solving.
Prentice-Hall, Inc. Note: Chapter 14 only.
Newell, A. (1973) Production Systems: Models of Control Structures,
May, 1973 CMU Report; also published in
(W. G. Chase, ed.) Visual Information Processing,
New York: Academic Press. Chapter 10, pp. 463-526.
Schank, R., and Colby, K.(eds) (1973) Computer Models of Thought and Language.
Freeman & Co. Note: parts are also relevant to natural language.
Simon, H. (1973) Lessons from Perception for Chess-Playing Programs
(and vice versa), CMU Computer Science Research Review
1972-1973, pp. 35-40.
7. Inductive Inference
Buchanan, Feigenbaum, and Sridharan (1972) Heuristic Theory Formation,
in Machine Intelligence 7, American Elsevier Pub.
pp. 267-280 only (skip the appendix).
Fikes, Hart, and Nilsson (1972) Learning and Executing Generalized
Robot Plans. Artificial Intelligence, Vol. 3 (Winter, 1972).
Note: of course this paper bears on Robotics as well.
Also: Winston's section of the MIT Progress Report (1972;
Minsky & Papert; see under Fundamental AI) is relevant here.
8. Applications
Feigenbaum, E. et al. (1971) On Generality and Problem Solving:
A Case Study Using the DENDRAL Program. (eds Meltzer and
Michie) Machine Intelligence 6, pp 165-190.
Martin, W., and Fateman, R. (1971) The Macsyma System, in
(S. Petrick, ed.) Second Symposium on Symbolic and
Algebraic Manipulation. N.Y.: ACM SIGSAM. pp. 59-75.
Shortliffe, E., Axline, Buchanan, Merigan, Cohen (1973) An AI Program
to Advise Physicians Regarding Antimicrobial Therapy, in
Computers and Biomedical Research, Vol. 6, No. 6, December, 1973,
pp. 544-560.