Although the main purpose of the example applications was to demonstrate the performance of the estimator, some interesting preliminary results about the two applications were also obtained.
Considering the illustrative purpose of the example, we selected a-priori the cross-basis function in Eq. (3) for representing the association between mean daily temperature and mortality, basing our choice on previous analyses.
The purpose of these examples is to show the advantage of the proposed method for detecting direct target genes compared to the traditional approach when all genes that responded to manipulation of a TF and have a binding site in their promoter are considered direct targets.
01, 0. 01 ) T, and, for the purpose of this example, the measured output is produced by simulating the original model with the reference parameter values and adding 5% relative random white noise n(t) sampled from a standard normal distribution, y meas (t) := y t, θ ref )(1 + 0.05 n(t)).
For the purpose of this example, we consider the sensors to be placed in the first quarter of the x-y plane as a spiral array of M = 40 microphones.
However, for the purpose of this example, we make the virtual nodes count toward the limit of 4 nodes, i.e., n+vk=4.
The purpose of this example is to evaluate the application of the proposed method to identify an unknown discrimination pattern between two signals.
The purpose of this example is to demonstrate the effectiveness of the theoretical synchronization result of synthetic gene oscillators in mimicking real biological oscillator systems.
The purpose of this example is to demonstrate the effectiveness and correctness of the theoretical result, instead of mimicking the real biological clock system.
For the purpose of this example and to accommodate the fact that running the pipeline on a laptop using the entire dataset would be prohibitive, we limited our experiment to reads that map to chromosome 20.
