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Introduction to the Modeling and Analysis of Complex Systems

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60 CHAPTER 4. DISCRETE-TIME MODELS I: MODELING<strong>and</strong> p l , respectively (0 ≤ p c ≤ 1; 0 ≤ p l ≤ 1; 0 ≤ p c + p l ≤ 1). This implies that1 − p c − p l = p n represents <strong>the</strong> popularity <strong>of</strong> neutral.Assume that at each election poll, people will change <strong>the</strong>ir ideological statesamong <strong>the</strong> three options according <strong>to</strong> <strong>the</strong>ir relative popularities in <strong>the</strong> previous poll.For example, <strong>the</strong> rate <strong>of</strong> switching from option X <strong>to</strong> option Y can be consideredproportional <strong>to</strong> (p Y − p X ) if p Y > p X , or 0 o<strong>the</strong>rwise. You should consider sixdifferent cases <strong>of</strong> such switching behaviors (conservative <strong>to</strong> liberal, conservative<strong>to</strong> neutral, liberal <strong>to</strong> conservative, liberal <strong>to</strong> neutral, neutral <strong>to</strong> conservative, <strong>and</strong>neutral <strong>to</strong> liberal) <strong>and</strong> represent <strong>the</strong>m in dynamical equations.Complete a discrete-time ma<strong>the</strong>matical model that describes this system, <strong>and</strong>simulate its behavior. See what <strong>the</strong> possible final outcomes are after a sufficientlylong time period.Exercise 4.16 Revise <strong>the</strong> model <strong>of</strong> public opinion dynamics developed in <strong>the</strong> previousexercise so that <strong>the</strong> political parties <strong>of</strong> <strong>the</strong> two ideologies (conservative <strong>and</strong>liberal) run a political campaign <strong>to</strong> promote voters’ switching <strong>to</strong> <strong>the</strong>ir ideologies from<strong>the</strong>ir competitions, at a rate inversely proportional <strong>to</strong> <strong>the</strong>ir current popularity (i.e.,<strong>the</strong> less popular <strong>the</strong>y are, <strong>the</strong> more intense <strong>the</strong>ir campaign will be). Simulate <strong>the</strong>behavior <strong>of</strong> this revised model <strong>and</strong> see how such political campaigning changes<strong>the</strong> dynamics <strong>of</strong> <strong>the</strong> system.

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