mlsanityData to 14 Oct 2026

DeGroot-Friedkin Map in Opinion Dynamics is Mirror Descent

arXiv 1812.11293 ↗First posted 29 Dec 2018math.OC cs.LG cs.SYcited by 1

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Abstract (arXiv)

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.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 29 Dec 2018.

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