Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools

von József Dombi, Orsolya Csiszár

173 Seiten, Hardcover

Kurzbeschreibung des Verlags

The research presented in this book shows how combining deep neural networks with a special class of fuzzy logical rules and multi-criteria decision tools can make deep neural networks more interpretable – and even, in many cases, more efficient. 

Fuzzy logic together with multi-criteria decision-making tools provides very powerful tools for modeling human thinking. Based on their common theoretical basis, we propose a consistent framework for modeling human thinking by using the tools of all three fields: fuzzy logic, multi-criteria decision-making, and deep learning to help reduce the black-box nature of neural models; a challenge that is of vital importance to the whole research community.

• Reihe: Studies in Fuzziness and Soft Computing
• Themen: Informatik und Informationstechnologie Informatik Künstliche Intelligenz (KI)
• ISBN: 9783030722791
• Sprache: Englisch
• Erscheinungsdatum: 29.04.2021
• Größe: 23.5 x 15.5 cm
• Verlag: Springer International Publishing