Unit 1: What is Complexity

13 thoughts
last posted Oct. 14, 2013, 7:46 p.m.

8 earlier thoughts

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Here are some paraphrased contemporary definitions of complex systems from people at the Santa Fe Institute.

Krakauer: "Systems that don't have a compact description because they encode long histories from their environment."

Moore: "Questions are complex if they require a lot of resources to answer. There may be no short cut to doing a laborious step-by-step simulation in real-time."

Crutchfield: "A complex system has a sophisticated internal architecture that stores and processes information."

Rundle: "A system with interactions and non-linear elements, often with power laws and/or fractal elements."

Page: "Systems capable of producing complexity have adaptive, responsive entities that are connected in a network, interdependent with each other, and end up being diverse (even if they started out as the same). Sometimes systems with these characteristics end up in an equilibrium or a predictable pattern and so don't result in complexity."

Newman: "A system of many interacting parts where the system shows emergent behavior."

Forrest: "Complex systems have many active, interacting components with non-trivial and non-linear interactions resulting in non-predictable behavior . The components are capable of learning or otherwise modifying their behavior."

Farmer: "A complex system has a lot of interacting parts with emergent phenomenon."

Bettencourt: "Complex systems tend to be made of heterogeneous parts, tend to be open-ended (evolving), and they often have circular casual chains that provide positive and negative feedback loops."

West: "Complex systems involve enormous numbers of agents interacting non-linearly producing emergent phenomenon. Complex systems are evolving and adapting and can't be described with a few simple equations."

4 later thoughts