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: 140.62 PLN
Availability: InStock

Autor: Vladik Kreinovich

Język:

Oprawa: Twarda

Wydawca: Springer, Berlin

Dostępność: Dostępna u dostawcy

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

Informacje o książce

Autor

Vladik Kreinovich

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2022

strony

130

EAN

9783031099731

Enbook ID

39279773

Wydawca

Springer, Berlin

Waga

383

Wymiary

155 x 235 x 14

Pełny opis

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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