在多组件系统中,外在与内在的关键性
Vudtiwat Ngampruetikorn1, Ilya Nemenman2, David J Schwab1
1Initiative for the Theoretical Sciences, The Graduate Center, CUNY, New York, New York 10016, USA.
生物系统通过内在 (微调) 或外在 (未调) 机制表现出关键性. 外在的批判性,是由从未观察到的变量推断的,为大自然中广泛的批判性行为提供了更可能的解释.
科学领域:
- 复杂的系统复杂的系统.
- 统计物理 统计物理
- 信息理论 信息理论
背景情况:
- 具有多个组件的生物系统经常表现出关键的行为,标志着大相关波动.
- 这种广泛的批评的确切原因仍然不完全理解.
研究的目的:
- 定义和区分内在和外在的批判性.
- 通过学习和信息理论统一这些概念.
- 调查Zipf定律作为关键性的签名可观察的条件.
主要方法:
- 理论分析统一了内在和外在的批判性.
- 使用相互信息的信息理论框架.
- 在各种关键模型中对Zipf定律的研究.
主要成果:
- 关键相关性意味着相互信息的分歧,这是学习问题的特征.
- 外在的关键性与标准推理一致;内在的关键性代表了分数学习.
- 这两种关键性类型都存在于连续性上,外部关键性强烈地表现出齐夫定律.
结论:
- 微调并不是生物学关键性的唯一解释;外部关键性提供了一个替代方案.
- 外在的批判性源于集体行为适应外部刺激.
- 在具有全球动态的系统中,可以在没有微调或外部波动的情况下出现可观察到的Zipf定律.
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