JOURNAL ARTICLE

Logic programming for Boolean networks

Katsumi Inoue

Year: 2011 Journal:   International Joint Conference on Artificial Intelligence Pages: 924-930

Abstract

The Boolean network is a mathematical model of biological systems, and has attracted much attention as a qualitative tool for analyzing the regulatory system. The stable states and dynamics of Boolean networks are characterized by their attractors, whose properties have been analyzed computationally, yet not much work has been done from the viewpoint of logical inference systems. In this paper, we show direct translations of Boolean networks into logic programs, and propose new methods to compute their trajectories and attractors based on inference on such logic programs. In particular, point attractors of both synchronous and asynchronous Boolean networks are characterized as supported models of logic programs so that SAT techniques can be applied to compute them. Investigation of these relationships suggests us to view Boolean networks as logic programs and vice versa.

Keywords:
And-inverter graph Boolean network Computer science Boolean circuit Product term Theoretical computer science Asynchronous communication Boolean expression Inference Boolean function Boolean algebra Standard Boolean model Boolean data type Boolean model Mathematics Algorithm Two-element Boolean algebra Discrete mathematics Artificial intelligence Algebra over a field

Metrics

45
Cited By
8.14
FWCI (Field Weighted Citation Impact)
28
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Gene Regulatory Network Analysis
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Microbial Metabolic Engineering and Bioproduction
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Slime Mold and Myxomycetes Research
Physical Sciences →  Engineering →  Biomedical Engineering

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