Who Plays Complex Music? On the Correlations Between Structural and Behavioral Complexity Measures in Sign Boolean Networks

Rémi Segretain, Laurent Trilling, N. Glade, Sergiu Ivanov
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Abstract

Intuition tells us that highly complex structure should be strongly correlated with highly complex behavior. In this work, we show that, while complex behavior does require complex structure, the converse is not necessarily true. Indeed, structural complexity can be also used to implement robust behavior, or even a variety of different relatively simple behaviors. To obtain these results, we explored the spaces of sign Boolean networks (SBNs) containing 2, 3, and 4 nodes, and we used complexity measures introduced in our previous work to study the relationship between structural and behavioral complexities of these networks.
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谁会演奏复杂的音乐?符号布尔网络中结构和行为复杂性度量的相关性研究
直觉告诉我们,高度复杂的结构应该与高度复杂的行为密切相关。在这项工作中,我们表明,虽然复杂的行为确实需要复杂的结构,但反过来并不一定正确。实际上,结构复杂性也可以用来实现健壮的行为,甚至是各种不同的相对简单的行为。为了获得这些结果,我们探索了包含2、3和4个节点的符号布尔网络(sbn)的空间,并使用我们之前的工作中引入的复杂性度量来研究这些网络的结构和行为复杂性之间的关系。
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