Daniele Porello

Weighted Description Logic for Classification Problems

2019 · EPiC series in computing

We summarise the definitions and some technical aspects of a familiy of description logics that introduce concept constructors (so-called tooth-operators) which, under various constraints, accumulate weights of concepts. We demonstrate how these operators can be …

Towards Knowledge-driven Distillation and Explanation of Black-box Models.

2021 · Open Research (University of Surrey)

We introduce and discuss a knowledge-driven distillation approach to explaining black-box models by means of two kinds of interpretable models. The first is perceptron (or threshold) connectives, which enrich knowledge representation languages such as Description …