TY - JOUR
T1 - Logic Programs, Iterated Function Systems, and Recurrent Radial Basis Function Networks
JF - Journal of Applied Logic
Y1 - 2004
A1 - Sebastian Bader
A1 - Pascal Hitzler
KW - iterated functions
AB - Graphs of the single-step operator for first-order logic programs -displayed in the real plane - exhibit self-similar structures known from topological dynamics, i.e. they appear to be *fractals*, or more precisely, attractors of iterated function systems. We show that this observation can be made mathematically precise. In particular, we give conditions which ensure that those graphs coincide with attractors of suitably chosen iterated function systems, and conditions which allow the approximation of such graphs by iterated function systems or by fractal interpolation. Since iterated function systems can easily be encoded using recurrent radial basis function networks, we eventually obtain connectionist systems which approximate logic programs in the presence of function symbols.
ER -