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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Training Set Debugging Using Trusted Items

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Xuezhou Zhang

University of Wisconsin-Madison


Xiaojin Zhu

University of Wisconsin-Madison


Stephen Wright

University of Wisconsin-Madison


DOI:

10.1609/aaai.v32i1.11610


Abstract:

Training set bugs are flaws in the data that adversely affect machine learning. The training set is usually too large for manual inspection, but one may have the resources to verify a few trusted items. The set of trusted items may not by itself be adequate for learning, so we propose an algorithm that uses these items to identify bugs in the training set and thus improves learning. Specifically, our approach seeks the smallest set of changes to the training set labels such that the model learned from this corrected training set predicts labels of the trusted items correctly. We flag the items whose labels are changed as potential bugs, whose labels can be checked for veracity by human experts. To find the bugs in this way is a challenging combinatorial bilevel optimization problem, but it can be relaxed into a continuous optimization problem.Experiments on toy and real data demonstrate that our approach can identify training set bugs effectively and suggest appropriate changes to the labels. Our algorithm is a step toward trustworthy machine learning.

Topics: AAAI

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HOW TO CITE:

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright Training Set Debugging Using Trusted Items Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright Training Set Debugging Using Trusted Items AAAI 2018, .

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright (2018). Training Set Debugging Using Trusted Items. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. Training Set Debugging Using Trusted Items. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. 2018. Training Set Debugging Using Trusted Items. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. (2018) "Training Set Debugging Using Trusted Items", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright, "Training Set Debugging Using Trusted Items", AAAI, p., 2018.

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. "Training Set Debugging Using Trusted Items". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. "Training Set Debugging Using Trusted Items". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Xuezhou Zhang||Xiaojin Zhu||Stephen Wright. Training Set Debugging Using Trusted Items. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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