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It relies on a medial-based geometric model, learned by kernel density estimation, and on a simple, fast and discriminative flux-based image feature.
After that, the diagnosis and grading stages of PDAC are performed using the SVM model learned by the extracted features.
Because the majority of microbial genome sequence encodes proteins, intergenic sequences might be misclassified because they offer a worse fit to the model learned by the SVM.
In addition, because the attributes appearing at higher levels in a decision tree are considered more informative [ 11], a tree can identify significant attributes for further analysis more easily than a model learned by other approaches (e.g., the conditional probabilities of a Naïve Bayesian classifier or the tuned weights of an ANN).
In the result, AUGUSTUS has a high recall rate because AUGUSTUS predicts gene models by searching code transitions, which are similar to the transition model learned by known gene models in the entire genome.
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The model learns by itself and apply that knowledge to improve results.
The second model learns by observation to produce its answers as full English sentences.
In the descriptive agenda, more emphasis should be placed on establishing what classes of learning rules actually model learning by multiple humans or animals.
However, whereas the original spectral timing model learns by depressing the output of the PC, our model learns by increasing the excitability of both PCs and INs to produce the pause.
The proposed model learns by finding a hypergraph structure with high discriminative capability at a specific cancer stage.
Hence, future studies should aim to investigate how models learned by DNN could be interpreted, as this could help rationalizing structure activity relationships encoded by models.
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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