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

Name: Towards Explainable Fuzzy AI: Concepts, Paradigms, Tools, and Techniques
Brand: Springer, Berlin
SKU: 9783031099731
Price: 178.51 RON
Availability: InStock

Autor: Vladik Kreinovich

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Legare: Copertă tare

Editura: Springer, Berlin

Disponibilitate: În depozitul extern

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Modern AI techniques -- especially deep learning -- provide, in many cases, very good recommendation...

Informații despre carte

Autor

Vladik Kreinovich

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2022

Pagini

130

EAN

9783031099731

Enbook ID

39279773

Editura

Springer, Berlin

Greutate

383

Dimensiuni

155 x 235 x 14

Descriere completă

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.

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

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