In this paper, we obtain new fixed point results with the help of various techniques constructed by using auxiliary numbers and some family of functions. In the context of the fixed-circle (resp. fixed-disc) problem, we consider the geometry of the fixed point set of a self-mapping on a metric space. Also, we discuss the effectiveness of our theoretical fixed point results by considering possible applications to the study of neural networks
