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Date: Mon, 25 Nov 1996 23:18:35 GMTServer: NCSA/1.4.2Content-type: text/htmlLast-modified: Mon, 28 Oct 1996 18:15:23 GMTContent-length: 5234<!--This file created 10/28/96 11:18 AM by Claris Home Page version 1.0--><HTML><HEAD>   <TITLE>Mitchell UNM Home Page</TITLE>   <META NAME=GENERATOR CONTENT="Claris Home Page 1.0">   <X-SAS-WINDOW TOP=42 BOTTOM=757 LEFT=4 RIGHT=534>   <TITLE> Mitchell Home Page </TITLE></HEAD><BODY><H2>Research Assistant Professor Melanie Mitchell</H2><P><HR><H4>Professor Melanie Mitchell received a Ph.D. from the Universityof Michigan in 1990. In addition to her academic position at theUniversity of New Mexico, she is a Research Professor and Director ofthe Adaptive Computation Program at the<!WA0><A HREF="http://www.santafe.edu/">Santa Fe Institute</A>, Santa Fe,New Mexico. Her research interests include: intelligent systems,machine learning, and parallel and distributed computation.</H4><P><HR><H2>Principal Publications and Presentations of the Last 5 Years:</H2><BLOCKQUOTE><P><H4>Mitchell, M., Crutchfield, J.P., and Hraber, P.T.,"Dynamics, computation, and the `edge of chaos': A re-examination."In G. Cowan, D. Pines, and D. Melzner, (eds.), Complexity: Metaphors,Models, and Reality, Santa Fe Institute Studies in the Sciences ofComplexity, Proceedings Vol. 19, Reading, MA: Addison-Wesley (1994).</H4><P><H4>Mitchell, M., Crutchfield, J., and Hraber, P., "Evolvingcellular automata to perform computations: Mechanisms andimpediments," Physica D, Vol. 75 (1994), pp. 361-391.</H4><P><H4>Mitchell, M., and Forrest, S., "Genetic algorithms andartificial life," Artificial Life, Vol. 1, No. 3 (1994), pp. 267-289.</H4><P><H4>Mitchell, M., Holland, J.H., and Forrest, S., "When will agenetic algorithm outperform hill climbing?," In J.D. Cowan, G.Tesauro, and J. Alspector, (eds.), Advances in Neural InformationProcessing Systems 6, San Mateo, CA: Morgan Kaufmann (1994).</H4><H4>&nbsp;</H4><P><H4>Das, R., Mitchell, M., and Crutchfield, J.P., "A geneticalgorithm discovers particle-based computation in cellular automata."In Y. Davidor, H.-P. Schwefel, and R. Manner, (eds.), ParallelProblem Solving from Nature -- PPSN III, pp. 344-353. Berlin:Springer-Verlag (Lecture Notes in Computer Science, Vol. 866), 1994.</H4><P><H4>Hofstadter, D.R. and Mitchell, M., "The Copycat project: amodel of mental fluidity and analogy-making." In K. Holyoak and J.Barnden, (eds.), Advances in Connectionist and Neural ComputationTheory, Volume 2: Analogical Connections, Norwood, NJ: AblexPublishing Corp. (1994).</H4><P><H4>Mitchell, M., Analogy-Making as Perception: A Computer Model,Cambridge, MA: MIT Press/Bradford Books (1993).</H4><P><H4>Mitchell, M., "Genetic algorithms." In L. Nadel and D.L.Stein, (eds.), 1992 Lectures in Complex Systems, Reading, MA:Addison-Wesley (1993).</H4><P><H4>Mitchell, M., "Computer models of adaptive complex systems,"New Scientist, February 13, 1993.</H4><P><H4>Mitchell, M., Hraber, P.T., and Crutchfield, J.P., "Revisitingthe edge of chaos: evolving cellular automata to performcomputations," Complex Systems, Vol. 7 (1993), pp. 89-130.</H4><P><H4>Mitchell, M., and Holland, J.H., "When will a geneticalgorithm outperform hill climbing?" (Summary). In S. Forrest, (ed.),Proceedings of the Fifth International Conference on GeneticAlgorithms, San Mateo, CA: Morgan Kaufmann (1993).</H4><P><H4>Mitchell, M., "Computer models of adaptive complex systems,"New Scientist, February 13, 1993.</H4><P><H4>Forrest, S., and Mitchell, M., "What makes a problem hard fora genetic algorithm? Some anomalous results and their explanation,"Machine Learning, Vol. 13 (1993), pp. 285-319.</H4><P><H4>Forrest, S., and Mitchell, M., "Relative building-blockfitness and the building-block hypothesis." In D. Whitley, (ed.),Foundations of Genetic Algorithms 2, San Mateo, CA: Morgan Kaufmann(1993).</H4><P><H4>Mitchell, M., Forrest, S., and Holland, J.H., "The royal roadfor genetic algorithms: Fitness landscapes and GA performance." InProceedings of the First European Conference on Artificial Life, F.J.Varela and P. Bourgine, (eds.), Cambridge, MA: MIT Press (1992).</H4><P><H4>Mitchell, M., Review of "The dreams of reason: The computerand the rise of the sciences of complexity," by Heinz Pagels. InBulletin of the Santa Fe Institute, Vol. 6, No. 1 (1991).</H4><P><H4>Forrest, S., and Mitchell, M., "The performance of geneticalgorithms on Walsh polynomials: Some anomalous results and theirexplanation." In R. Belew and L. Booker, (eds.), Proceedings of theFourth International Conference on Genetic Algorithms, San Mateo, CA:Morgan Kaufmann (1991).</H4><P><H4>Mitchell, M., and Hofstadter, D.R., "The right concept at theright time: How concepts emerge as relevant in response tocontext-dependent pressures." In Proceedings of the Twelfth AnnualConference of the Cognitive Science Society, Hillsdale, NJ: LawrenceErlbaum Associates (1990).</H4><P><H4>Mitchell, M., and Hofstadter, D.R., "The emergence ofunderstanding in a computer model of concepts and analogy-making,"Physica D, Vol. 42 (1990), pp. 322-334.</H4><P></h4><HR><!WA1><IMG SRC="http://www.cs.unm.edu/CS_Dept/image/graphic/UNMSEALc.gif"X-SAS-UseImageWidth X-SAS-UseImageHeight ALIGN=top><ADDRESS>(505) 984-8800; email: mm@santafe.edu </ADDRESS><P><HR></BODY></HTML>

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