Using a simple computational procedure, we examine DNA chains from differen
t species in order to prove their nonlinear deterministic structures. This
procedure applies a nonlinear modeling technique based upon quantitative co
mparison of the neighborhoods from similar DNA subsegments of size d. Our r
esults reveal that noncoding regions exhibit a deterministic signature at s
izes larger than a characteristic dimension d(c). Applications to evolution
ary categories and recognition of different DNA regions are discussed.