PhD HCC – AI Reading List

  1. JR Anderson (1993). Rules of the mind, ch 1,2,3.
  2. LW Barsalou (1999). Perceptual Symbol Systems. Behavior and Brain Sciences.
  3. KD Forbus & J de Kleer (1993). Building Problem Solvers. Cambridge, MA: The MIT Press, ch 6,7,9,15.
  4. K Hammond (1989). Case-Based Planning: Viewing Planning as a Memory Task, ch 1,2,3, Academic Press.
  5. B Hayes-Roth, F Hayes-Roth (1979). A Cognitive Model of Planning. Cognitive Science, 3:275-310.
  6. E Hutchins (1995). How the Cockpit Remembers its Speed. Cognitive Science, 19:265--288.
  7. JL Kolodner, DB Leake (1996). A Tutorial Introduction to Case-Based Reasoning, in DB Leake (ed.), Case-Based Reasoning: Experiences, Lessons, and Future Directions.
  8. G Lakoff, M Johnson (1980). Metaphors We Live By. University of Chicago Press.
  9. J Laird, A Newell, P Rosenbloom (1987). SOAR: An Architecture for General Intelligence, Artificial Intelligence, 33:1-64.
  10. AB Markman (1999). Knowledge Representation. Lawrence Erlbaum.
  11. T Mitchell (1997). Machine Learning, ch. 2,3,6,7,13.
  12. D Nau, Y Cao, A Lotem, H Muoz-Avila (1999). SHOP: Simple Hierarchical Ordered Planner. In IJCAI-99, pp. 968-973.
  13. M Pollack, JF Horty (1999), There's More to Life than Making Plans: Plan Management in Dynamic, Multi-Agent Environments, AI Magazine, 20(4):71-84.
  14. A Ram & DB Leake (1995). Learning, Goals, and Learning Goals, ch 1 of Goal-Driven Learning, MIT Press.
  15. S Russell & P Norvig (2002). Artificial Intelligence: A Modern Approach.
  16. RC Schank (1982). Dynamic Memory: A Theory of Reminding and Learning in Computers and People. Lawrence Erlbaum.
  17. RC Schank & R Abelson (1977), Scripts, Plans, Goals and Understanding, ch 1-3, Lawrence Erlbaum. Or the equivalent chapter in A Collins & EE Smith (eds.) (1988), Readings in Cognitive Science, section 2.6, Morgan Kaufmann.
  18. DS Weld (1994). An Introduction to Least Commitment Planning. AI Magazine. 15(4): 27-61.
  19. DS Weld (1999). Recent Advances in AI Planning. AI Magazine 20(2): 93-123.
  20. S Zilberstein (1996). Using Anytime Algorithms in Intelligent Systems. AI Magazine, 17(3):73-83.