From each quadratic APN function
on
with
, we construct a
-dimensional dual
hyperoval
over
. This provides many new
examples of
-dual hyperovals
over
with ambient
spaces of dimension
. The
automorphism group of
is a semidirect product of a normal subgroup acting regularly on the members of
with the stabilizer
of a member. Some methods are provided to analyse the structure of the stabilizer. Based on
them,
for an
APN function
on
found in by Edel, Kyureghyan and Pott is determined.