Deliberation and voluntary action in 'conscious' software agents
2000, Neural Network World
Abstract
AI
AI
The paper explores the introduction of deliberative and volitional actions in autonomous software agents, addressing their potential to model human cognition and automate tasks typically performed by human agents. Utilizing a framework known as IDA (Intelligent Deliberative Agent), it investigates mechanisms of decision-making similar to human processes, highlighting applications in various knowledge-intensive fields such as customer service and information management. The findings suggest that advancing the IDA architecture may lead to improvements in creating agents capable of complex human-like decision-making.
References (29)
- Allen, J. J. 1995. Natural Language Understanding. Redwood City CA: Benjamin/Cummings; Benjamin; Cummings.
- Baars, B. J. 1988. A Cognitive Theory of Consciousness. Cambridge: Cambridge University Press.
- Baars, B. J. 1997. In the Theater of Consciousness. Oxford: Oxford University Press.
- Barsalou, L. W. 1999. Perceptual symbol systems. Behavioral and Brain Sciences 22:577-609.
- Bogner, M. 1999. Realizing "consciousness" in software agents. Ph.D. Dissertation. University of Memphis.
- Bogner, M., U. Ramamurthy, and S. Franklin. 2000. Consciousness" and Conceptual Learning in a Socially Situated Agent. In Human Cognition and Social Agent Technology, ed. K. Dautenhahn. Amsterdam: John Benjamins.
- Edelman, G. M. 1987. Neural Darwinism. New York: Basic Books.
- Franklin, S. 1995. Artificial Minds. Cambridge MA: MIT Press.
- Franklin, S. 1997. Autonomous Agents as Embodied AI. Cybernetics and Systems 28:499-520.
- Franklin, S. 2000. Learning in "Conscious" Software Agents. In Workshop on Development and Learning. Michigan State University; East Lansing, Michigan, USA: NSF; DARPA; April 5-7, 2000.
- Franklin, S., and A. C. Graesser. 1997. Is it an Agent, or just a Program?: A Taxonomy for Autonomous Agents. In Intelligent Agents III. Berlin: Springer Verlag.
- Franklin, S., A. Kelemen, and L. McCauley. 1998. IDA: A Cognitive Agent Architecture. In IEEE Conf on Systems, Man and Cybernetics. : IEEE Press.
- Hofstadter, D. R., and M. Mitchell. 1994. The Copycat Project: A model of mental fluidity and analogy-making. In Advances in connectionist and neural computation theory, Vol. 2: logical connections, ed. K. J. Holyoak, and J. A. Barnden. Norwood N.J.: Ablex.
- Holland, J. H. 1986. A Mathematical Framework for Studying Learning in Classifier Systems. Physica 22 D:307-317. (Also in Evolution, Games and Learning. Farmer, J. D., Lapedes, A., Packard, N. H., and Wendroff, B. (eds.). NorthHolland (Amsterdam))
- Jackson, J. V. 1987. Idea for a Mind. Siggart Newsletter, 181:23-26.
- James, W. 1890. The Principles of Psychology. Cambridge, MA: Harvard University Press.
- Kanerva, P. 1988. Sparse Distributed Memory. Cambridge MA: The MIT Press.
- Kolodner, J. 1993. Case-Based Reasoning. : Morgan Kaufman.
- Maes, P. 1989. How to do the right thing. Connection Science 1:291-323.
- Maturana, R. H., and F. J. Varela. 1980. Autopoiesis and Cognition: The Realization of the Living, Dordrecht. Netherlands: Reidel.
- Maturana, H. R. 1975. The Organization of the Living: A Theory of the Living Organization. International Journal of Man-Machine Studies 7:313-332.
- Minsky, M. 1985. The Society of Mind. New York: Simon and Schuster.
- Mitchell, M. 1993. Analogy-Making as Perception. Cambridge MA: The MIT Press.
- Ornstein, R. 1986. Multimind. Boston: Houghton Mifflin.
- Sloman, A. 1987. Motives Mechanisms Emotions. Cognition and Emotion 1:217-234.
- Sloman, A. 1999. What Sort of Architecture is Required for a Human-like Agent? In Foundations of Rational Agency, ed. M. Wooldridge, and A. Rao. : Portland Oregon.
- Zadeh, L. A. 1965. Fuzzy sets. Inf. Control 8:338-353.
- Zhang, Z., D. Dasgupta, and S. Franklin. 1998a. Metacognition in Software Agents using Classifier Systems. In Proceedings of the Fifteenth National Conference on Artificial Intelligence. Madison, Wisconsin: MIT Press.
- Zhang, Z., S. Franklin, B. Olde, Y. Wan, and A. Graesser. 1998b. Natural Language Sensing for Autonomous Agents. In Proceedings of IEEE International Joint Symposia on Intellgence Systems 98. : .