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The intelligence left in AI

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Abstract

In its forty years of existence, Artificial Intelligence has suffered both from the exaggerated claims of those who saw it as the definitive solution of an ancestral dream — that of constructing an intelligent machine-and from its detractors, who described it as the latest fad worthy of quacks. Yet AI is still alive, well and blossoming, and has left a legacy of tools and applications almost unequalled by any other field-probably because, as the heir of Renaissance thought, it represents a possible bridge between the humanities and the natural sciences, philosophy and neurophysiology, psychology and integrated circuits-including systems that today are taken for granted, such as the computer interface with mouse pointer and windows. This writing describes a few results of AI that have modified the scientific world, as well as the way a layman sees computers: thetechnology of programming languages, such asLISP-witness the unique excellence of academic departments that have contributed to them-thecomputing workstations-of which our modern PC is but a vulgarised descendant-theapplications to the educational field-e.g., the realisation of some ideas of genetic epistemology-and tointerdisciplinary philosophy-such as Hofstadter's associations between the arts and mathematics-and the use ofAI techniques in music and musicology. All this has led to a generalisation of AI towards Negrotti's overallTheory of the Artificial, which encompasses further specialisation such asartificial reality, artificial life, and applications ofneural networks among others.

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References

  • Abelson, H. and diSessa, A. (1982). Turtle Geometry. MIT Press, Cambridge, MA.

    Google Scholar 

  • Abelson, H. and Sussman, G.J. (1985). Structure and Interpretation of Computer Programs. MIT Press, Cambridge, MA.

    Google Scholar 

  • Baggi, D.L. (1974). Realization of the Unfigured Bass by Digital Computer. PhD Thesis, University of California, Berkeley. Xerox University Microfilms, Ann Arbor, MI.

    Google Scholar 

  • Baggi, D.L. (1984). Harmony Machine. US Patent 4,468,998.

  • Baggi, D.L. (1992). Neurswing: An intelligent Workbench for the Investigation of Swing in Jazz. In Baggi, D. (ed.)Readings in Computer Generated Music. IEEE CS Press, Los Alamitos, CA.

    Google Scholar 

  • Baggi D.L. and Negrotti, M. (1997). Musica, linguaggio matematico e intelligenza artificiale. Invited paper inConvegno Musica: le ragioni delle emozioni, Conference of the Associazione Nuova Civiltà delle Macchine, 28 May 1997. Reprinted in Display, Dipartimento dell'istruzione e dalla cultura, divisione della scuola, centro didattico cantonale, Bellinzona, Switzerland, 10 February 1998.

    Google Scholar 

  • Barr, A., Cohen, P.R. and Feigenbaum, E.A. (eds) (1981/89). The Handbook of Artificial Intelligence. Vols 1, 2 and 3, Kaufmann, Los Altos, CA, 1981. Vol. 4, Addison-Wesley, Reading, MA, 1989.

    Google Scholar 

  • Bootle, K.S. (1988). Devil's Advocate: New Heights of Folly-Inane Contest Winners Indicted. UNIX Review, Vol. 6, no. 3. Miller Freeman, San Francisco, CA.

    Google Scholar 

  • Braitenberg, V. (1983). Vehicles: Experiments in Synthetic Psychology. MIT Press, Cambridge, MA.

    Google Scholar 

  • Bronston, L. et al. (1985). Programming Expert Systems in OPS-5: An Introduction to Rule-Based Programming. Addison Wesley, Reading, MA.

    Google Scholar 

  • Campbell, J. (1982). Grammatical Man. Simon & Schuster, New York.

    Google Scholar 

  • Chomsky, N. (1957). Syntactic Structures. Mouton, The Hague.

    Google Scholar 

  • Clocksin, W.F. and Mellish, C.S. (1984). Programming in Prolog. Springer, Berlin.

    Google Scholar 

  • Dennett, D.C. (1978). Brainstoms. Harvester Press, Brighton.

    Google Scholar 

  • Dreyfus, H.L. (1979).What Computer Can't Do: The Limits of Artificial Intelligence. Harper & Row, New York.

    Google Scholar 

  • Feigenbaum, E.A. and Feldmann, J. (1963). Computers and Thought. McGraw-Hill, New York.

    Google Scholar 

  • Feigenbaum, E.A. and McCorduck, P. (1983). The Fifth Generation: Artificial Intelligence and Japan's Computer Challenge to the Worls. Addison-Wesley, Reading, MA.

    Google Scholar 

  • Friedman, D.P. (1974/87). The Little LISPer. Indiana University, Bloomington, IN, 1974 MIT Press, Cambridge, MA, 1987.

    Google Scholar 

  • Fuchi, K. (1992). Launching the New Era. Keynote Speech, Fifth Generation Computer System 1992 Conference, ICOT. Institute for New Generation Computer Technology, Tokyo, June 1992.

    Google Scholar 

  • Gardner, H. (1985). The Mind's New Science: A History of the Cognitive Revolution. Basic Books, New York.

    Google Scholar 

  • Hampden-Turner, C. (1982). Maps of the Mind. Collier, New York.

    Google Scholar 

  • Harmon, P. and King, D. (1985). Expert Systems: Artificial Intelligence in Business. Wiley, New York.

    Google Scholar 

  • Harmon, P., Maus, R. and Morrissey, W. (1988). Expert Systems: Tools and Applications. Wiley, New York.

    Google Scholar 

  • Haugeland, J. (ed.) (1981). Mind Design. MIT Press, Cambridge, MA.

    Google Scholar 

  • Hawley, M. (1990). The Personal Orchestra. or Audio Compression by 10,000;1,Computing Systems, The Journal of the USENIX Association,3(2).

  • Haydn, J. Giuoco Filarmonico, ossia maniera facile comporre minuetti. Ricordi, Milan.

  • Hiller, L.A. and Isaason, L.M. (1959). Experimental Music: Composition With an Electronic Computer. McGraw-Hill, New York.

    Google Scholar 

  • Hofstadter, D. (1979). Gödel, Escher, Bach: an Eternal Golden Braid. Basic Books, New York.

    Google Scholar 

  • Hofstadter, D.R. (1985). Metamagical Themas: Questing the Essence of Mind and Pattern. Basic Books, New York.

    Google Scholar 

  • Hofstadter, D.R. and Dennett, D.C. (1981). The Mind's I. Basic Books, New York.

    Google Scholar 

  • Jaynes, J. (1976). The Origin of Consciousness in the Breakdown of the Bicameral Mind. Houghton Mifflin, Boston, MA.

    Google Scholar 

  • Johnston, D. (1995). Blocks in MotionTM Software Program, New Product Release. Don Johnston, Wauconda, IL.

    Google Scholar 

  • Kay, A. (1990). The Early History of Smalltalk In Bergin Jr, T.J. and Gibson, R.G. (eds)History of Programming Languages II. ACM Press, New York, Addison-Wesley, Reading, MA, 511–578.

    Google Scholar 

  • Kruger, M.W. (1983). Artificial Reality, Addison-Wesley, Reading, MA.

    Google Scholar 

  • Kruger, M.W. (1991). Artificial Reality II. Addison-Wesley, Reading, MA.

    Google Scholar 

  • Levy, S. (1992). Artificial Life: The Quest For a New Creation. Pantheon, New York.

    Google Scholar 

  • MACSYMA (1983). MACSYMA Reference Manual, Version 10, Vols 1 and 2. Mathlab Group, Laboratory for Computer Science, MIT, Cambridge, MA.

    Google Scholar 

  • Mathews, M.W. (1969). The Technology of Computer Music. MIT Press, Cambridge, MA.

    Google Scholar 

  • McCarthy, J. (1960). Recursive Functions of Symbolic Expressions and their Computation by Machine,Communications of the ACM.3(4), 184–195.

    Google Scholar 

  • McCarthy, J. (1962). Toward a Mathematical Science of Computation: Proceedings of the IFIP Congress, Munich 1962. North-Holland, Amsterdam 21–28.

    Google Scholar 

  • Press, Cambridge, MA.

  • McCarthy, J. (1978). History of LISP,ACM SIGPLAN Notices.13(8). 217–223.

    Google Scholar 

  • McCarthy, J. et al. (1965). LISP. 1.5 Programmer's Manual. MIT McCorduck, P. (1979). Machines who Think. Freeman, San Francisco.

    Google Scholar 

  • Minsky, M. (1975). A Framework For Representing Knowledge. In Winston, P. (ed.)The Psychology of Computer Vision. McGraw-Hill, New York, 211–277.

    Google Scholar 

  • Minsky, M. (1986). The Society of Minds. Simon & Schuster, New York.

    Google Scholar 

  • Minsky, M. and Papert, S. (1990). Perceptrons. MIT Press, Cambridge, MA.

    Google Scholar 

  • Moses, J. (1967). Symbolic Integration. Rep. No. MAC-TR-47. Project MAC. MIT. Cambridge. MA.

    Google Scholar 

  • Mozart, W.A. Musikalisches Würfelspiel, K.Anh. 294d. Schott's Söhne, Mainz.

  • Negrotti, M. (1997a). La terza realtà. Dedalo, Bari, Italy. (English tranlation: The Theory of the Artificial. Intellect Books. Exeter, in press).

    Google Scholar 

  • Negrotti, M. (1997b). Il terzo stato del reale,Technology Review (Italian Edition), 103–104.

  • Papert, S. (1980) Mindstorms: Children, Computers and Powerful Ideas. Basic Books, New York.

    Google Scholar 

  • Pedron, C. Nuova serie di esercizi per lo Studio Progressivo del Basso senza numeri. Carish, Milan, Italy.

  • Pirsig, R. M. (1974). Zen and the Art of Motorcycle Maintenance: An Inquiry into Values. Morrow, New York.

    Google Scholar 

  • Rumelhart, D.E. and McClelland, J.L. (1986). Parallel Distributed Processing, Vols 1 and 2. MIT Press, Cambridge, MA.

    Google Scholar 

  • Scascighini, G. et al. (1997). Kevin va a scuola. In Scascighini, G. (ed.)Comunicazione, Alternativa, Aumentativa: Esperienze in regioni di lingua italiana. Edizioni SPC. Biel, Switzerland, 83–105.

    Google Scholar 

  • Searle, J. (1984). Minds, Brains and Science. Harvard University Press, Cambridge, MA.

    Google Scholar 

  • Shepard, R.N. (1990). Mind Sights. Freeman, New York.

    Google Scholar 

  • Simon, H.A. (1982). The Sciences of the Artificial. MIT Press, Cambridge, MA.

    Google Scholar 

  • Simon, H.A. and Newell, A. (1961). GPS, a Program That Simulates Human Thought. In Billing, H. (ed.)Lernende Automaten. Munich. (Reprinted in Feigenbaum and Feldmann, 1963.)

  • Simpson, P.K. (1990). Artificial Neural Systems. Pergamon Press, New York.

    Google Scholar 

  • Slagle, J.R. (1971). Artificial Intelligence: The Heuristic Programming Approach. McGraw-Hill, New York.

    Google Scholar 

  • Steele, G.L. (1984). Common LISP: the Language. Digital Press, Digital Equipment Corporation.

  • Thompson, K. (1984). Reflections on Trusting Trust, 1983 Turing Award Lecture,CACM.27(8). 716–763.

    Google Scholar 

  • Turing, A. (1950). Computing Machinery and Intelligence,Mind. 59, 433–460. (Reprinted in Feigenbaum and Feldmann, 1963. Commented in Hofstadter, 1985)

    Google Scholar 

  • Weissman, C. (1967).LISP. 1.5 Primer. Dickenson, Belmont, CA.

    Google Scholar 

  • Weizenbaum, J. (1976). Computer Power and Human Reason: From Judgment to Calculation. Freeman, San Francisco.

    Google Scholar 

  • Weizenbaum, J. (1984). Kurs auf den Eisberg, oder nur das Wunder wird uns retten. Pendo-Verlag, Zurich.

    Google Scholar 

  • Winston, P.H. (1979). Artificial Intelligence. Addison-Wesley, Reading, MA.

    Google Scholar 

  • Winston, P. and Brown, R.H. (eds). (1982). Artificial Intelligence: An MIT Perspective, Vols 1 and 2. MIT Press, Cambridge, MA.

    Google Scholar 

  • Winston, P.H. and Prendergast, K.A. (eds) (1984). The AI Business, Commercial Uses of Artificial Intelligence (2nd edn). MIT Press, Cambridge, MA.

    Google Scholar 

  • Winograd, T. (1972). Understanding Natural Languages. PhD Thesis. Academic Press, New York.

    Google Scholar 

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Correspondence to Denis L. Baggi.

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Baggi, D.L. The intelligence left in AI. AI & Soc 14, 348–378 (2000). https://doi.org/10.1007/BF01205516

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