Monotone Functions and Expert Models for Explanation of Machine Learning Models

There are significant difficulties for the acceptance of black-box Machine Learning (ML) models by subject matter experts (SMEs) despite significant achievements of many black-box models. A promising way to address this problem is by building a trustable, qualitative, interpretable models for the ta...

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Vydané v:	Proceedings / International Conference on Information Visualisation s. 1 - 9
Hlavní autori:	Huber, Harlow, Kovalerchuk, Boris
Médium:	Konferenčný príspevok..
Jazyk:	English
Vydavateľské údaje:	IEEE 22.07.2024
Predmet:	Closed box Data Mining Diabetes Interview Interviews Knowledge Discovery Machine learning Monotone Boolean Functions Monotone Ordinal Functions Monotonicity Numerical models Optimization Ordinal Data Subject Matter Expert (SME) Subject matter experts Training data Visualization
ISSN:	2375-0138
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