gideon%edai.edinburgh.ac.uk@CS.UCL.AC.UK (Gideon Sahar) (02/10/86)
From: Gideon Sahar <gideon%edai.edinburgh.ac.uk@cs.ucl.ac.uk> EDINBURGH AI SEMINARS Date: Wednesday, 12th February l986 Time: 2.00 p.m. Place: Department of Artificial Intelligence Seminar Room - F10 80 South Bridge EDINBURGH. Professor Donald Michie, The Turing Institute, Glasgow will give a seminar entitled - "Artificial Concept Formation". The approach develops from a position taken in the 1950's by H.A. Simon. He proposed, in essence, a new criterion for the adequacy of a theory (he considered economic theory), namely that in explaining the flux of transactions a theory must take full account of the resource-limited nature of the calculations performed by the participating agents. Is economic man rational in the sense of making fully rational choices whatever the computational cost (as in the von Neumann and Morgenstern theory of economic behaviour), or does he exhibit at most the level of rationality which human brains can feasibly compute in the time available for each choice? By implication Simon also requires that such a theory should be feasibly interpretable by its human user: runnability on the machine is not enough. This leads to the idea that what is run on the machine should be human-oriented in a very strong sense, unprecedented in conventional software technology even as an aspiration: if a program is to be not just an operationally effective description or prescription, but a machine representation of a concept and hence an eligible component of a Simon-type theory, it must be not only human-intelligible but also human-interpretable. This entails that the human expert skilled in the given area must be able mentally to check it against trial data in his head, just as he can in the case of his own professionally acquired concepts.