Isbn: 9783030722791 - explainable neural networks based on fuzzy logic and multi-criteria decision tools (studies in fuzziness and soft computing, 408, band 408) (3 Ergebnisse)

Zustand: New. In English.

Hardcover. Zustand: Brand New. 194 pages. 9.25x6.10x0.67 inches. In Stock.

Buch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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.…