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This clearly indicates the non-linear behavior of the original dataset.
The novelty of the method is that the behavior of the whole gene expression dataset is modeled by a single HMM acting as a self-organizing map, so that all the clusters are implicitly and jointly defined in the model during the training phase.
This method did not succeed in matching the PFE on the shale dataset; therefore, this research concentrated on the behavior of the PFE on the sand dataset.
However, the considered instances were sufficient to evaluate the behavior of the algorithm with large datasets.
To distinguish between these possibilities, we examined the behavior of the individual animals in our dataset.
The ROC curves and AUCs presented in Figures 1 d) and 2 e) illustrate the behavior of the models over the train dataset.
There, large heterogeneity in terms of the strain, growth rate, growth conditions, measuring technique and other environmental or measurement parameters may have a profound, but undetermined impact on the behavior of the cell and the resulting dataset.
To illustrate this, we randomly shuffled the protein behavior profiles of the five datasets mentioned above and applied FIRE-pro to the shuffled data with the same parameters as the original run.
A series of 2D and 3D ISM were run using a synthetic dataset, examining the convergence behavior of the inverse process by tackling the evaluations of the SFSD-based cost function during inversion.
To assess the performance scaling behavior of the cartridges, we ran the benchmarks on three datasets of different size.
LLSI of Kim and co-workers [ 57] has a correct behavior for all datasets while BPCA of Oba and co-workers [ 30] is strongly dependant of the dataset.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com