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The harmonic causal method and the traditional Granger causality method can be a good complement to each other when applying to the time series with or without oscillatory environmental influences.
This paper presents and discusses a causal method to design the feedforward part of 2-d.o.f.
On the other hand, TbM, as a causal method, is not affected by the length of tracking sequences.
This manuscript presents a causal method to design the feedforward part of two-degree-of-freedom 2-d.o.f .., linear time-invariant (LTI), industrial controllers for optimal tracking, independent of the structure of the feedback controller, of the way it is designed, and of the characteristics of the set point signal.
Although harmonic causal method has greatly improved the performance of causal connection detection, there are several issues that harmonic causal method cannot answer or infer at this stage.
Third, one should take extra caution when applying multiple harmonic causal method as the overfitting problem can easily happen.
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However, causal methods have not been developed when multiple factors are intended for inference and not every participant is at risk of receiving every drug.
On another note, well-designed simulation studies would be beneficial to understand and hopefully overcome the limitations of each of causal methods introduced in this paper.
In this situation, causal methods such as the g-formula, g-estimation of structural nested models, or dynamic marginal structural models are required for unbiased estimation.
Unfortunately, the data that would be most interesting to explore with causal methods, namely those commonly visualized by correlation networks (see above), have completely different characteristics, in particular they are likely of high dimension.
The estimation of a controlled direct effect of in utero exposure to tobacco smoke on the outcomes (i.e., obesity, hypertension, T2DM, and GDM) would have required the use of causal methods and assumptions that do not necessary hold in the present setting (Cole and Hernan 2002); therefore, we used a traditional approach.
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