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TOWARDS EXPLAINABLE FUZZY AI IBD

VLADIK KREINOVICH
SPRINGER
09 / 2023
9783031099762
Inglés

Sinopsis

Modern AI techniques -- especially deep learning -- provide, inámany cases, very good recommendations: where a self-driving caráshould go, whether to give a company a loan, etc. The problem isáthat not all these recommendations are good -- and since deepálearning provides no explanations, we cannot tell whichárecommendations are good.áIt is therefore desirable to provide natural-language explanationáof the numerical AI recommendations. The need to connect naturalálanguage rules and numerical decisions is known since 1960s, whenáthe need emerged to incorporate expert knowledge -- described byáimprecise words like 'small' -- into control and decision making.áFor this incorporation, a special 'fuzzy' technique was invented,áthat led to many successful applications. This book described howáthis technique can help to make AI more explainable.The book can be recommended for students, researchers, andápractitioners interested in explainable AI.