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A Survey on the Explainability of Supervised Machine Learning

A Survey on the Explainability of Supervised Machine Learning

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2553249126

A Survey on the Explainability of Supervised Machine Learning

About this item

Full title

A Survey on the Explainability of Supervised Machine Learning

Publisher

San Francisco: AI Access Foundation

Journal title

The Journal of artificial intelligence research, 2021-01, Vol.70, p.245-317

Language

English

Formats

Publication information

Publisher

San Francisco: AI Access Foundation

More information

Scope and Contents

Contents

Predictions obtained by, e.g., artificial neural networks have a high accuracy but humans often perceive the models as black boxes. Insights about the decision making are mostly opaque for humans. Particularly understanding the decision making in highly sensitive areas such as healthcare or finance, is of paramount importance. The decision-making b...

Alternative Titles

Full title

A Survey on the Explainability of Supervised Machine Learning

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2553249126

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2553249126

Other Identifiers

ISSN

1076-9757

E-ISSN

1076-9757,1943-5037

DOI

10.1613/jair.1.12228

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