This comes at the expense of a small increase in the bias and some loss of interpretability, but generally greatly boosts the performance of the final model.
22.
To improve the interpretability of neuro-fuzzy systems, certain measures must be taken, wherein important aspects of interpretability of neuro-fuzzy systems are also discussed.
23.
To improve the interpretability of neuro-fuzzy systems, certain measures must be taken, wherein important aspects of interpretability of neuro-fuzzy systems are also discussed.
24.
The inclusion of immaterial effects is not overfitting, and does little harm, but it may reduce the computational efficiency of the model, and also impact its interpretability.
25.
There are six aspects he examines 1 ) accessibility, 2 ) analogy, 3 ) density, 4 ) order, 5 ) distinctive traits, and 6 ) interpretability.
26.
Selecting it well is essential to the performance of lasso since it controls the strength of shrinkage and variable selection, which, in moderation can improve both prediction and interpretability.
27.
Thus, the textual language supporting the method may be simple and unstructured ( in terms of computer interpretability ), or it may emerge as a highly structured, and complex language.
28.
The loss of access to digital texts or their interpretability, sometimes due to incompatibility between older media formats and newer platforms, is mistakenly perceived as the loss of digital texts themselves.
29.
Therefore, a preliminary step in many applications of machine learning and pattern recognition consists of constructing a new and reduced set of features to facilitate learning, and to improve generalization and interpretability.
30.
Slaman and W . Hugh Woodin formulated the Bi-interpretability Conjecture for the Turing degrees, which conjectures that the partial order of the Turing degrees is logically equivalent to second order arithmetic.