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arxiv: 1812.11293 · v3 · pith:SILLJJQVnew · submitted 2018-12-29 · 🧮 math.OC · cs.LG· cs.SY· eess.SY

DeGroot-Friedkin Map in Opinion Dynamics is Mirror Descent

classification 🧮 math.OC cs.LGcs.SYeess.SY
keywords degroot-friedkindescentdynamicsmirroropiniondivergencesocialassociated
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We provide a variational interpretation of the DeGroot-Friedkin map in opinion dynamics. Specifically, we show that the nonlinear dynamics for the DeGroot-Friedkin map can be viewed as mirror descent on the standard simplex with the associated Bregman divergence being equal to the generalized Kullback-Leibler divergence, i.e., an entropic mirror descent. Our results reveal that the DeGroot-Friedkin map elicits an individual's social power to be close to her social influence while minimizing the so called "extropy" -- the entropy of the complimentary opinion.

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