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Deep causal mining for plant-wide oscillations with multilevel Granger causality analysis
2016 American Control Conference (ACC), 2016Plant-wide disturbance such as oscillations are common in large-scale complex controlled processes whose effects propagate to many units and may deteriorate overall control performance. It is important to capture the major causal relationship within the plant and diagnose the root cause along with complete propagation paths. This paper presents a novel
Tao Yuan +3 more
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Determinants of Economic Growth: A Granger Causality Analysis
The Journal of Developing AreasABSTRACT: Countries devote a lot of time and effort to develop economically, but they nevertheless struggle to attain that growth consistently. Research into economic growth should have provided some guidance as to which actions these countries should adopt, but multiple studies using different methods and datasets generally have led to an array of ...
Prathibha Joshi, Kris Aaron Beck
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Statistical threshold for nonlinear Granger Causality in motor intention analysis
2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011Directed influence between multiple channel signal measurements is important for the understanding of large dynamic systems. This research investigates a method to analyze large, complex multi-variable systems using directional flow measure to extract relevant information related to the functional connectivity between different units in the system. The
Mengting Liu +2 more
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Granger causality: Comparative analysis of implementations for Gene Regulatory Networks
2014 13th International Conference on Control Automation Robotics & Vision (ICARCV), 2014Granger Causality (GC) is an effective tool for determining functional connectivity in time-series data. However, application of GC is limited by the curse of dimensionality in many applications, e.g. Gene Regularity Networks (GRN). Various methods have been proposed to overcome this limitation.
Mohammed Yakoob Siyal +2 more
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Granger Causality Analysis in Irregular Time Series
Proceedings of the 2012 SIAM International Conference on Data Mining, 2012Mohammad Taha Bahadori, Yan Liu 0002
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Brain-muscle Interaction Analysis with Time-variant Granger Causality
2023 IEEE 19th International Conference on Body Sensor Networks (BSN), 2023Nyi Nyi Tun +2 more
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Variable-lag Granger Causality and Transfer Entropy for Time Series Analysis
ACM Transactions on Knowledge Discovery From Data, 2021Chainarong Amornbunchornvej +2 more
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The MVGC multivariate Granger causality toolbox: A new approach to Granger-causal inference
Journal of Neuroscience Methods, 2014Lionel Barnett, Anil K Seth
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