Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools (Studies in Fuzziness and Soft Computing, 408, Band 408) - Hardcover

Buch 174 von 183: Studies in Fuzziness and Soft Computing

Dombi, József; Csiszár, Orsolya

 
9783030722791: Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools (Studies in Fuzziness and Soft Computing, 408, Band 408)
Hardcover
ISBN 10: 3030722791 ISBN 13: 9783030722791
Verlag: Springer, 2021

Inhaltsangabe

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.


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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.


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Verlag
Springer
Erscheinungsdatum
2021
Sprache
Englisch
ISBN 10 
3030722791
ISBN 13 
9783030722791
Einband
Gebundene Ausgabe
Auflage
1
Anzahl der Seiten
194
Kontakt zum Hersteller
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Darmstadt
64293
Deutschland

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Softcover