Sentence examples for interpretability and accuracy from inspiring English sources

Transparent models search for a balance between interpretability and accuracy.

The results show that the proposed model has both good interpretability and accuracy.

The need for trading off interpretability and accuracy is intrinsic to the use of fuzzy systems.

This work presents a global approach to design data-driven FIS that satisfy certain interpretability and accuracy criteria.

Items were reviewed by experts (N = 16) in CRC (experts included a gastrointestinal and colorectal consultant oncologist, a colorectal surgeon, a medical oncologist, a surgeon consultant clinical oncologist, a lead consultant for general surgery, and a consultant general surgeon) who considered interpretability, clarity and accuracy.

The effectiveness of the membership functions in pattern classifications can be objectively measured in terms of interpretability and classification accuracy in the conformity of the decision boundaries to the inherent probabilistic decision boundaries of the training data.

Hence, there is a trade-off between interpretability and prediction accuracy.

The strengths of the classification model proposed in this study are: a) small sized support-set, b) small number of patterns, c) interpretability and d) high accuracy on validation.

To estimate the weight vector w, we apply linear support vector machine (SVM) with L1-regularization for its high interpretability and high prediction accuracies comparable to SVM with L2-regularization.

Metrics were either considered in terms of interpretability and or scope of accuracy in capturing useful information; views on accuracy did not always match with views on interpretability, and vice versa, see Figure 4.

Credit classification methods are usually evaluated in terms of their accuracy, interpretability, and computational efficiency.