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Turning prediction tools into decision tools

Publication ,  Conference
Rudin, C
Published in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
January 1, 2015

Arguably, the main stumbling block in getting machine learning algorithms used in practice is the fact that people do not trust them. There could be many reasons for this, for instance, perhaps the models are not sparse or transparent, or perhaps the models are not able to be customized to the user’s specifications as to what a decision tool should look like. I will discuss some recent work from the Prediction Analysis Lab on how to build machine learning models that have helpful decision-making properties. I will show how these models are applied to problems in healthcare and criminology.

Duke Scholars

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

EISSN

1611-3349

ISSN

0302-9743

ISBN

9783319244853

Publication Date

January 1, 2015

Volume

9355

Related Subject Headings

  • Artificial Intelligence & Image Processing
 

Citation

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MLA
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Rudin, C. (2015). Turning prediction tools into decision tools. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 9355).
Rudin, C. “Turning prediction tools into decision tools.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 9355, 2015.
Rudin C. Turning prediction tools into decision tools. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2015.
Rudin, C. “Turning prediction tools into decision tools.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 9355, 2015.
Rudin C. Turning prediction tools into decision tools. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2015.
Journal cover image

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

EISSN

1611-3349

ISSN

0302-9743

ISBN

9783319244853

Publication Date

January 1, 2015

Volume

9355

Related Subject Headings

  • Artificial Intelligence & Image Processing