Affiliations: Complex Systems and Artificial Intelligence (C.S.A.I.)
Research Center, Dept. of Informatics, Systems and Communication (D.I.S.Co.),
University of Milano-Bicocca, 20126 Milan. Italy. {bandini,
vanneschi}@csai.disco.unimib.it | Dept. of Informatics, School of Science and
Technology, University of Sussex, UK. andy@ddlab.org | Complex Systems and Artificial Intelligence (C.S.A.I.)
Research Center, D.I.S.Co., University of Milano-Bicocca, Italy.
bahgat@csai.disco.unimib.it
Note: [] Address for correspondence: Complex Systems and Artificial
Intelligence (C.S.A.I.) Research Center, Dept. of Informatics, Systems and
Communication (D.I.S.Co.), University of Milano-Bicocca, 20126 Milan. Italy
Abstract: This paper presents a general framework to automatically generate
rules that produce given spatial patterns in complex systems. The proposed
framework integrates Genetic Algorithms with Artificial Neural Networks or
Support Vector Machines. Here, it is tested on a well known 3-values,
6-neighbors, k-totalistic cellular automata rule called the "burning
paper" rule. Results are encouraging and should pave the way for
the use of the proposed framework in real-life complex systems models.
