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For a finite, simple, and undirected graph with vertices and average degree , Nikiforov introduced the degree deviation of as . Provided that has largest eigenvalue , minimum degree at least , and maximum degree at most , where , we show Our results are based on a smoothing technique relating the degree deviation and the largest eigenvalue to low-dimensional non-linear optimization problems.

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