Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools: 408 - Rilegato

Libro 174 di 183: Studies in Fuzziness and Soft Computing

Dombi, Jo´zsef; Csiszár, Orsolya

 
9783030722791: Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools: 408
Rilegato
ISBN 10: 3030722791 ISBN 13: 9783030722791
Casa editrice: Springer Nature, 2021

Sinossi

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.


Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Dalla quarta di copertina

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.


Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer Nature
Data di pubblicazione
2021
Lingua
Inglese
ISBN 10 
3030722791
ISBN 13 
9783030722791
Rilegatura
Copertina rigida
Numero edizione
1
Numero di pagine
196
Contatto del produttore
Springer Nature Customer Service Center GmbH
ProductSafety@springernature.com

Europaplatz 3,69115 Heidelberg, Germany
Heidelberg
69115
Germania

Altre edizioni note dello stesso titolo

9783030722821: Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools: 408

Edizione in evidenza

ISBN 10:  3030722821 ISBN 13:  9783030722821
Casa editrice: Springer, 2022
Brossura