Sentence examples for interpretability is from inspiring English sources

However, most of the learned linear models are not interpretable, while interpretability is usually the requirement of biological data analysis.

Although respondents of the pilot study did not make remarks with respect to interpretation, open interpretability is relevant to all questions possibly most to those with a low score.

17 39 40 41 We should also note that although treatment rankings and probabilities are arguably easy to interpret, their interpretability is limited by the fact that they are driven predominantly by the estimated effect sizes, and that standard errors play an unduly small role in determining their position.

In order to clearly discriminate the different roles of fuzzy sets, input variables, and other components in achieving an interpretable fuzzy model, a taxonomy of fuzzy model interpretability is first proposed in terms of low-level interpretability and high-level interpretability in this paper.

The informal notion of interpretability is ubiquitous in mathematics; for example, Poincaré provided an interpretation of two dimensional hyperbolic geometry in the Euclidean geometry of the unit circle; Dedekind provided an interpretation of analysis in set theory; and Gödel provided an interpretation of the theory of formal syntax in arithmetic.

A recent treatment of formalized interpretability is Joosten 2004.

Model accuracy and interpretability are two conflicting objectives, so interpretation preservation during adaptation in data-driven fuzzy system modelling is a challenging task, which has received much attention in fuzzy system modelling community.

Some criteria for low-level interpretability and high-level interpretability are identified, respectively.

To the best of our knowledge, both stability and interpretability are seldom explored simultaneously in existing feature selection methods.

It is recognized that both classification performance and interpretability are of major importance and effort is made to keep the resulting rule bases small and comprehensible.

In order to provide an objective way for choosing these degrees of freedom, some parameters for defining the required trade-off between performance and interpretability are proposed here.