Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools
József Dombi (u. a.)
ISBN 10: 3030722821 ISBN 13: 9783030722821
Verlag: Springer, 2022
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Beschreibung
Beschreibung:
Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools | József Dombi (u. a.) | Taschenbuch | Studies in Fuzziness and Soft Computing | xxi | Englisch | 2022 | Springer | EAN 9783030722821 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu. Bestandsnummer des Verkäufers 121406288
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.Von der hinteren Coverseite:
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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Bibliografische Details
Titel: Explainable Neural Networks Based on Fuzzy ...
Verlag: Springer
Erscheinungsdatum: 2022
Einband: Taschenbuch
Zustand: Neu