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CS 346U Exploring Complexity in Science and Technology Instructor: Melanie Mitchell Textbook: M. Mitchell, Complexity: A Guided Tour (Oxford University Press)
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Note: All slides for a lecture will be available on the class webpage before each lecture: http://web.pdx.edu/~balwit/complexityhttp://web.pdx.edu/~balwit/complexity/
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What are Complex Systems?
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Large networks of simple interacting elements, which, following simple rules, produce emergent, collective, complex behavior. What are Complex Systems?
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Insect colonies video1 video2
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Brains video
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Immune system videovideo (+47sec.)
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Economies Schweitzer et al., Science, 325, 422-425, 2009 http://www.sciencemag.org/cgi/content/full/325/5939/422
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Food webs
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Genetic Regulatory Networks
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http://www.ibiblio.org/hhalpin/homepage/presentations/de2007/webearth.jpg World-Wide Web
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Social Networks http://www.facebook.com/notes/facebook-engineering/visualizing-friendships/469716398919
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http://cognitivecities.com/ http://www.nature.com/nature/journal/v467/n7318/full/467 912a.html Cities
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Do these systems have anything in common?
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Central question for the sciences of complexity How do large networks with — simple components — limited communication among components — no central control — simple rules of operation give rise to complex (“adaptive”, “living”, “intelligent”) behavior, involving — information processing and computation — complex pattern dynamics — evolution and learning?
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Core disciplines of the science of complexity Dynamics: The study of continually changing structure and behavior of systems Information: The study of representation, symbols, and communication Computation: The study of how systems process information and act on the results Evolution: The study of how systems adapt to constantly changing environments
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Goals of the Science of Complexity Cross-disciplinary insights into complex systems General theory
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Methodologies
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Course Details Course web page: http://web.pdx.edu/~balwit/complexity/ Textbook: Mitchell, Complexity: A Guided Tour My office hours: T, Th 4-5 pm
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Netlogo We will use Netlogo to illustrate / experiment with complex systems ideas. Part of first assignment is to download Netlogo. http://ccl.northwestern.edu/netlogo/ Bring laptop to class if possible.
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Assignments Weekly homework assignments: reading, writing, Netlogo Term project: –Build simulation or demonstration in NetLogo –Read 2 (or more) published paper related to topic of complexity –Fully document (500 word min.) model in Info Tab –OR –Write term paper on complexity or some other topic discussed. 10-20 pages, double-spaced, including figures and references. Clear topic with instructor before beginning. We will spend time in class learning Netlogo and formulating/working on final projects.
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Grading Homework: 50% In-class quizzes: 20% Term project and writeup: 30%
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26 Class Rules Cell phones off During class, laptops are for taking notes, not for reading mail, chatting, web surfing, etc. Respectful, fair discussion. Listen and respond to your colleagues.
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