Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques - Couverture souple

Kreinovich, Vladik

9783031099762: Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques

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ISBN 10 : 3031099761 ISBN 13 : 9783031099762

Editeur : Springer, 2023

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Modern AI techniques –- especially deep learning –- provide, in many cases, very good recommendations: where a self-driving car should go, whether to give a company a loan, etc. The problem is that not all these recommendations are good -- and since deep learning provides no explanations, we cannot tell which recommendations are good.

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� propos de l?auteur

Vladik Kreinovich is Professor of Computer Science at the University of Texas at El Paso. His main interests computations and intelligent control. He has published 13 books, 39 edited books, and more than 1,800 papers.
Vladik is Vice President of the International Fuzzy Systems Association (IFSA), Vice President of the European Society for Fuzzy Logic and Technology (EUSFLAT), Fellow of International Fuzzy Systems Association (IFSA), Fellow of Mexican Society for Artificial Intelligence (SMIA), Fellow of the Russian Association for Fuzzy Systems and Soft Computing. He is Treasurer of IEEE Systems, Man, and Cybernetics Society

Les informations fournies dans la section � A propos du livre � peuvent faire r�f�rence � une autre �dition de ce titre.

�diteur: Springer
Date d'�dition: 2023
Langue: anglais
ISBN 10: 3031099761
ISBN 13: 9783031099762
Reliure: Broch�
Nombre de pages: 140
Coordonn�es du fabricant: ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Allemagne

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Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques (eng)

Kreinovich, Vladik

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Towards Explainable Fuzzy AI: Concepts, Paradigms,

Kreinovich, Vladik

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ISBN 10 : 3031099761 ISBN 13 : 9783031099762

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Towards Explainable Fuzzy AI: Concepts, Paradigms,

Kreinovich, Vladik

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Towards Explainable Fuzzy AI: Concepts, Paradigms,

Kreinovich, Vladik

Edit� par Springer, 2023

ISBN 10 : 3031099761 ISBN 13 : 9783031099762

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Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques

Vladik Kreinovich

Edit� par Springer International Publishing Okt 2023, 2023

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Modern AI techniques -- especially deep learning -- provide, inmany cases, very good recommendations: where a self-driving carshould go, whether to give a company a loan, etc. The problem isthat not all these recommendations are good -- and since deeplearning provides no explanations, we cannot tell whichrecommendations are good.It is therefore desirable to provide natural-language explanationof the numerical AI recommendations. The need to connect naturallanguage rules and numerical decisions is known since 1960s, whenthe need emerged to incorporate expert knowledge -- described byimprecise words like 'small' -- into control and decision making.For this incorporation, a special 'fuzzy' technique was invented,that led to many successful applications. This book described howthis technique can help to make AI more explainable.The book can be recommended for students, researchers, andpractitioners interested in explainable AI. 140 pp. Englisch. N� de r�f. du vendeur 9783031099762

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Towards Explainable Fuzzy Ai: Concepts, Paradigms, Tools, and Techniques

Kreinovich, Vladik

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Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques

Kreinovich, Vladik

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Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques

Vladik Kreinovich

Edit� par Springer, Palgrave Macmillan Sep 2023, 2023

ISBN 10 : 3031099761 ISBN 13 : 9783031099762

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Vendeur : buchversandmimpf2000, Emtmannsberg, BAYE, Allemagne

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Taschenbuch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -Modern AI techniques -- especially deep learning -- provide, in many cases, very good recommendations: where a self-driving car should go, whether to give a company a loan, etc. The problem is that not all these recommendations are good -- and since deep learning provides no explanations, we cannot tell which recommendations are good. It is therefore desirable to provide natural-language explanation of the numerical AI recommendations. The need to connect natural language rules and numerical decisions is known since 1960s, when the need emerged to incorporate expert knowledge -- described by imprecise words like 'small' -- into control and decision making. For this incorporation, a special 'fuzzy' technique was invented, that led to many successful applications. This book described how this technique can help to make AI more explainable.The book can be recommended for students, researchers, and practitioners interested in explainable AI.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 140 pp. Englisch. N� de r�f. du vendeur 9783031099762

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Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques

Vladik Kreinovich

Edit� par Springer International Publishing, Springer International Publishing, 2023

ISBN 10 : 3031099761 ISBN 13 : 9783031099762

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Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne

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Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - Modern AI techniques -- especially deep learning -- provide, inmany cases, very good recommendations: where a self-driving carshould go, whether to give a company a loan, etc. The problem isthat not all these recommendations are good -- and since deeplearning provides no explanations, we cannot tell whichrecommendations are good.It is therefore desirable to provide natural-language explanationof the numerical AI recommendations. The need to connect naturallanguage rules and numerical decisions is known since 1960s, whenthe need emerged to incorporate expert knowledge -- described byimprecise words like 'small' -- into control and decision making.For this incorporation, a special 'fuzzy' technique was invented,that led to many successful applications. This book described howthis technique can help to make AI more explainable.The book can be recommended for students, researchers, andpractitioners interested in explainable AI. N� de r�f. du vendeur 9783031099762

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