Date: Thu, 7 Jan 93 14:56:56 PST From: zwick@sysc.pdx.edu (Martin Zwick) To: alsyll@lotka.Stanford.EDU This is the syllabus of an ALife course I gave in the Fall of 1992. Comments and questions are welcome. - Martin Zwick (zwick@simon.sysc.pdx.edu) ------------------------------------------------------------------- PORTLAND STATE UNIVERSITY Fall 1992 Systems Science Ph.D. Program Thurs. 4:00 - 6:30 Professor Martin Zwick Systems Science Bldg, Rm. 102 tel: 725-4987; e-mail: zwick@simon.sysc.pdx.edu 1633 SW 11th Ave. A R T I F I C I A L L I F E (SySc 510/610) "Artificial Life" (ALife) is a name being given to theoretical, mathematical, and computational studies of phenomena commonly associated with "life," such as replication, metabolism, morphogenesis, evolution, and adaptation, which rely heavily on computer representation and simulation. ALife is the newest example of what Herbert Simon called "the sciences of the artificial." Artificial Life is to life what Artificial Intelligence is to intelligence. Although it is too early to tell if the research activities subsumed under ALife will crystalize as a distinct field, these activities are of considerable interest; consider, e.g., the use of cellular automata as a modeling methodology, the application of evolutionary and ecological ideas in computational methods, advances in the generation and representation of form, the phenomenon of computer viruses, the variety of simulation packages for computational biology, etc. As Christopher Langton, one of the founders of this field, writes: "Artificial Life ... complements the traditional biological sciences concerned with the analysis of living organisms by attempting to synthesize life-like behaviors within computers and other artificial media. By extending the empirical foundation upon which biology is based beyond the carbon chain life that has evolved on Earth, Artificial Life can contribute to theoretical biology by locating life-as-we-know-it within the larger picture of life-as-it- could-be." (C. Langton, Center for Nonlinear Studies, Los Alamos National Laboratory) The course will sample the research literature in this field, and will be organized in a seminar format. TEXTS: 1. Christopher Langton, ed., ARTIFICIAL LIFE, Volume VI, Santa Fe Institute Studies in the Sciences of Complexity. Addison-Wesley, New York, 1989. 2. Christopher Langton, Charles Taylor, J. Doyne Farmer, Steen Rasmussen, ARTIFICIAL LIFE II, Volume X, Santa Fe Institute Studies in the Sciences of Complexity. Addison-Wesley, New York, 1992. 3. Steven Levy, ARTIFICIAL LIFE. Pantheon, New York, 1992 (paper). Prerequisites: Graduate status or consent of instructor Course work: term paper or project; class participation. COURSE OUTLINE: (names refer to the first author of article) Sept 24 Introduction & course overview; ALife video. Oct 1 Artificial life: history & current status. I: Preface, Langton, Laing (pp. xv-61) II: Preface, Langton, Taylor (pp. xiii-38) Levy: pp. 1-46 -------------------------------------------------- Sessions on topics the subject of current faculty research: Oct 8 Cellular automata; dynamics & complexity; the edge of chaos. II: Langton, Kauffman (pp. 41-91, 325-369) [Smith (pp. 709- 725)] Levy: pp. 47-120 Research presentation. [Wed., Oct 14: Levy will give a talk at Reed and sign books at Powells] Oct 15 Introduction to Genetic algorithms. Selection from Goldberg book; Holland Scientific Am. article Oct 22 Evolution & learning: genetic algorithm & neural nets. II: Hillis, Ackley, Belew, Jefferson, Collins, Koza (pp. 313-324, 487-629) Levy: pp. 153-211, 241-251, 254-270 Research presentation. Oct 29 Ecological & evolutionary dynamics. I: Packard (pp. 141-155) II: Lindgren, Bedau (pp. 295-312, 431-461) Levy: pp. 251-253 Research presentation: Bedau. -------------------------------------------------- Other important topics: Nov 5 Artificial chemistry: autocatalytic networks, metabolism. II: Bagley, Bagley, Fontana, Rasmussen (pp. 93-254) Levy: pp. 121-152 Nov 12 The computer as habitat; core wars and computer viruses. II: Ray, Spafford* (pp. 371-408, 727-745) Levy: pp. 215-230, 311-333 Morphogenesis, L-systems, fractal modeling. I: Dawkins, Lindenmayer, Oppenheimer (pp. 201-274) Levy: pp. 211-214, 231-241 Nov 19 Philosophical issues. I: Pattee (pp. 63-77) II. Sober, Rasmussen, Cariani (pp. 749-797) Future prospects. I: Moravec (pp. 167-199) II: Farmer (pp. 815-840); Levy: pp. 333-348 Nov 26 THANKSGIVING: no class -------------------------------------------------- [Monday, Nov 30: all PAPERS are DUE in SySc office.] Dec 3 Student paper/project presentations. Dec 10 Presentations, continued.