Produktbild: Explainable Artificial Intelligence Based on Neuro-Fuzzy Modeling with Applications in Finance

Explainable Artificial Intelligence Based on Neuro-Fuzzy Modeling with Applications in Finance

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171,19 €

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Studies in Computational Intelligence 964

ISBN: 3030755207
ISBN 13: 9783030755201
Autor: Rutkowski, Tom
Verlag: Springer Verlag GmbH
Umfang: xix, 167 S., 46 s/w Illustr., 72 farbige Illustr., 167 p. 118 illus., 72 illus. in color.
Erscheinungsdatum: 08.06.2021
Auflage: 1/2021
Produktform: Gebunden/Hardback
Einband: Gebunden

The book proposes techniques, with an emphasis on the financial sector, which will make recommendation systems both accurate and explainable. The vast majority of AI models work like black box models. However, in many applications, e.g., medical diagnosis or venture capital investment recommendations, it is essential to explain the rationale behind AI systems decisions or recommendations. Therefore, the development of artificial intelligence cannot ignore the need for interpretable, transparent, and explainable models. First, the main idea of the explainable recommenders is outlined within the background of neuro-fuzzy systems. In turn, various novel recommenders are proposed, each characterized by achieving high accuracy with a reasonable number of interpretable fuzzy rules. The main part of the book is devoted to a very challenging problem of stock market recommendations. An original concept of the explainable recommender, based on patterns from previous transactions, is developed; it recommends stocks that fit the strategy of investors, and its recommendations are explainable for investment advisers.

Artikelnummer: 1864298 Kategorie:

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