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Our research demonstrates that it is possible to design models that exhibit good classification accuracy combined with high interpretability in the sense of semantic cointension.
The reported experiences showed the suitability of our software for selecting sets of descriptors with low cardinality, high interpretability, low redundancy and high statistical performance in a visual exploratory way.
If such a keyword is often searched, probably it will have a high interpretability Redundancy of metadata values Conditional probability P(x|y), where x is one metadata value of a content, and y is another one.
In this study, we introduce linear SVM with L1-regularization for its high interpretability.
> L1SVM has a strong advantage over L2SVM in terms of high interpretability of features.
This restriction is used in order to find a compact set of fuzzy rules with high interpretability.
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Thus, in this section our aim is to develop a sample set selection algorithm which inherits the key advantageous aspects of the genetic algorithm-based method, while attaining higher interpretability of action.
From the comparison results, it is observed that the proposed network is able to extract more meaningful rules with a lower degree of rule redundancy and higher interpretability within the neural network framework.
We chose to use a decision tree because it has a higher interpretability than a regression model [ 12].
The purpose of this example is to predict elongation at break by means of a model with high performance, interpretability and the special requirement of including CHS (crosshead speed) as an experimental descriptor because of its high influence on the property value.
The Web Ontology Language (OWL DL) is a standard for knowledge representation that facilitates high machine interpretability.
Write better and faster with AI suggestions while staying true to your unique style.
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