关于信息的差异和整体价值
Raphael D Levine1,2,3
1Institute of Chemistry, The Hebrew University of Jerusalem, Jerusalem 91904, Israel.
Entropy (Basel, Switzerland)
|January 24, 2025
概括
本研究介绍了信息价值的定量指标,在信息理论和最大的框架中探索了当地和全球的观点. 这些措施有助于分析信息价值如何随着新数据或随着时间的推移而变化.
科学领域:
- 信息理论 信息理论
- 统计力学 统计力学
- 量化科学 量化科学 量化科学
背景情况:
- 信息的价值在决策和系统分析中至关重要.
- 现有的框架往往缺乏精确的量化衡量信息价值的方法.
- 最大的原理为量化信息提供了基础.
研究的目的:
- 开发信息价值的定量表达式.
- 探索不同的 (本地) 和整体 (全球) 措施.
- 分析信息值如何随着额外的输入或参数而变化.
主要方法:
- 使用信息理论和最大公式.
- 定义信息价值的局部差异性衡量标准.
- 定义一个信息价值的全球,完整的衡量标准.
主要成果:
- 建立了一个差异性测量,类似于具有物理维度的潜能.
- 定义了一个具有信息维度的整体量度.
- 差异性测量允许分析信息价值随时间或参数变化的动态.
结论:
- 该研究为评估信息价值提供了新的定量工具.
- 开发的措施提供了关于信息价值变化的见解.
- 这些定量表达式在分析信息动态的各个领域都有潜在的应用.
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