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We obtain an explicit criterion for -ary functions to produce association schemes in terms of their Walsh spectrum. Employing this characterization, we explicitly find a correlation between -ary bent functions and association schemes; to be more exact, we prove that a -ary bent function induces a -class association scheme if and only if the function is weakly regular. As applications of our main criterion, we construct many infinite families of few-class association schemes arising from -ary functions. Furthermore, we present four classes of -ary two-weight linear codes, which are constructed from the association schemes produced in this paper.

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