Causal influence in linear Langevin networks without feedback

被引:2
|
作者
Auconi, Andrea [1 ,2 ]
Giansanti, Andrea [2 ,3 ]
Klipp, Edda [1 ]
机构
[1] Humboldt Univ, Theoret Biophys, Invalidenstr 42, D-10115 Berlin, Germany
[2] Sapienza Univ Roma, Dipartimento Fis, Rome, Italy
[3] INFN, Sez Roma 1, Rome, Italy
关键词
D O I
10.1103/PhysRevE.95.042315
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The intuition of causation is so fundamental that almost every research study in life sciences refers to this concept. However, a widely accepted formal definition of causal influence between observables is still missing. In the framework of linear Langevin networks without feedback (linear response models) we propose a measure of causal influence based on a new decomposition of information flows over time. We discuss its main properties and we compare it with other information measures like the transfer entropy. We are currently unable to extend the definition of causal influence to systems with a general feedback structure and nonlinearities.
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收藏
页数:9
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