Liang-Kleeman信息流是一种用于分析两个或多个时间序列之间因果关系的方法。其基本思想是通过计算信息流率来量化一个时间序列对另一个时间序列的影响程度。以下是分析Liang-Kleeman信息流结果的一些关键步骤和要点: 1. 理解信息流率的含义• 正负值的解释:• 正值:表示信息从一个时间序列流向另一个时间序列。例...
Liang-Kleeman信息流是一种用于分析两个或多个时间序列之间因果关系的方法。其基本思想是通过计算信息流率来量化一个时间序列对另一个时间序列的影响程度。以下是分析Liang-Kleeman信息流结果的一些关键步骤和要点: 1. 理解信息流率的含义• 正负值的解释:• 正值:表示信息从一个时间序列流向另一个时间序列。例...
Liang, X.S. The Liang-Kleeman information flow: Theory and application. Entropy 2013, 15, 327-360. [CrossRef]Liang, X.S. The Liang-Kleeman information flow: Theory and applications. Entropy 2013, 15, 327-360.Liang, X.S. The Liang-Kleeman information flow: Theory and applications. ...
We used Liang–Kleeman information flow analysis to scrutinise the direction of causation and identify “cold spots” where SC conditions actively influence SAT on a sub-monthly timescale. The cold spots were identified by geographical location and season: North Eurasia in September and October; ...
Wang, G., Zhao, C., Zhang, M.et al.Author Correction: The causality from solar irradiation to ocean heat content detected via multi-scale Liang–Kleeman information flow.Sci Rep11, 7171 (2021). https://doi.org/10.1038/s41598-021-86723-z ...
The Liang–Kleeman information flowCAM4.0Temperature changeAtmospheric teleconnectionEast Asian precipitationTo understand the individual influences of the land cover, sea temperature, sea ice and carbon dioxide concentration on the global climate, sensitive experiments using the General Atmospheric Circulation ...
Causal Network Connectivity Patterns in Autism Spectrum Disorder Based on the Liang-Kleeman Information Flow Theorydoi:10.1016/j.ijpsycho.2021.07.592Tao ZhangJing CongFali LiDezhong YaoPeng XuElsevier BVInternational Journal of Psychophysiology
The causality from solar irradiation to ocean heat content detected via multi-scale Liang–Kleeman information flowIRRADIATIONCLIMATOLOGYSOLAR activityWAVELET transformsORTHOGONAL functionsSolar irradiation is the primary driving force for the Earth's climate system. However, we are still short of powerful ...
root cause analysis; Liang–Kleeman information flow; graphical lasso 1. Introduction In industrial systems, ensuring stable and efficient operations is crucial. Effectively and promptly detecting and locating the source of faults when they occur is a crucial issue. The critical step in addressing ...
root cause analysis; Liang–Kleeman information flow; graphical lasso1. Introduction In industrial systems, ensuring stable and efficient operations is crucial. Effectively and promptly detecting and locating the source of faults when they occur is a crucial issue. The critical step in addressing this...