Beneficial and harmful explanatory machine learning

Given the recent successes of Deep Learning in AI there has been increased interest in the role and need for explanations in machine learned theories. A distinct notion in this context is that of Michie’s definition of ultra-strong machine learning (USML). USML is demonstrated by a measurable increa...

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Bibliographic Details

Published in:	Machine learning Vol. 110; no. 4; pp. 695 - 721
Main Authors:	Ai, Lun, Muggleton, Stephen H., Hocquette, Céline, Gromowski, Mark, Schmid, Ute
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.04.2021 Springer Nature B.V
Subjects:	Artificial Intelligence Computer Science Context Control Human performance Machine Learning Mechatronics Natural Language Processing (NLP) Robotics Simulation and Modeling Special issue on Learning and Reasoning Comprehensibility Ultra-strong machine learning Explainable AI Inductive logic programming
ISSN:	0885-6125, 1573-0565
Online Access:	Get full text
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