Space-time nature of causality

被引:8
作者
Bianco-Martinez, Ezequiel [1 ,2 ]
Baptista, Murilo S. [1 ]
机构
[1] Univ Aberdeen, SUPA, Inst Complex Sci & Math Biol, Aberdeen AB24 3UE, Scotland
[2] ZorgDomein, Straatweg 68, NL-3621 BR Breukelen, Netherlands
基金
英国工程与自然科学研究理事会;
关键词
INFORMATION-TRANSFER; DIRECTED COHERENCE; GRANGER CAUSALITY; SERIES;
D O I
10.1063/1.5019917
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In a causal world the direction of the time arrow dictates how past causal events in a variable X produce future effects in Y. X is said to cause an effect in Y, if the predictability (uncertainty) about the future states of Y increases (decreases) as its own past and the past of X are taken into consideration. Causality is thus intrinsic dependent on the observation of the past events of both variables involved, to the prediction (or uncertainty reduction) of future event of the other variable. We will show that this temporal notion of causality leads to another natural spatiotemporal definition for it, and that can be exploited to detect the arrow of influence from X to Y, either by considering shorter time-series of X and longer time-series of Y (an approach that explores the time nature of causality) or lower precision measured time-series in X and higher precision measured time-series in Y (an approach that explores the spatial nature of causality). Causality has thus space and time signatures, causing a break of symmetry in the topology of the probabilistic space, or causing a break of symmetry in the length of the measured time-series, a consequence of the fact that information flows from X to Y. Published by AIP Publishing.
引用
收藏
页数:12
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