Nonlinearity of bent functions over finite fields
Matematičeskie voprosy kriptografii, Tome 12 (2021), pp. 87-98

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A function of $n$ variables over a field of $q$ elements is called maximally nonlinear if it has the greatest nonlinearity among all $q$-valued functions of $n$ variables. It is proved that for $q>2$ and even values of $n$, a necessary condition for the maximum nonlinearity of a function is the absence of a linear manifold of dimension not smaller than $n/2$, on which its restriction coincides with the restriction of some affine function. It follows from this that the bent functions from Maiorana–McFarland and Dillon families are not maximally nonlinear. A new family of maximally nonlinear bent functions of degrees from $2$ to $\max \{2, (q-1)(n/2-1)\}$ with nonlinearity equal to $(q-1)q^{n-1} - q^{n/2-1}$ is constructed.
@article{MVK_2021_12_a5,
     author = {V. G. Ryabov},
     title = {Nonlinearity of bent functions over finite fields},
     journal = {Matemati\v{c}eskie voprosy kriptografii},
     pages = {87--98},
     publisher = {mathdoc},
     volume = {12},
     year = {2021},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/MVK_2021_12_a5/}
}
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V. G. Ryabov. Nonlinearity of bent functions over finite fields. Matematičeskie voprosy kriptografii, Tome 12 (2021), pp. 87-98. http://geodesic.mathdoc.fr/item/MVK_2021_12_a5/