Active learning with human heuristics: an algorithm robust to labeling bias

Active learning with human heuristics: an algorithm robust to labeling bias

Active learning enables prediction models to achieve better performance faster by adaptively querying an oracle for the labels of data points. Sometimes the oracle is a human, for example when a medical diagnosis is provided by a doctor. According to the behavioral sciences, people, because they emp...

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Bibliographic Details
Main Authors: Sriram Ravichandran, Nandan Sudarsanam, Balaraman Ravindran, Konstantinos V. Katsikopoulos
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-11-01
Series:Frontiers in Artificial Intelligence
Subjects:
active learning
human in the loop
human behavior
biases
robustness
fast-and-frugal heuristics
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2024.1491932/full

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https://www.frontiersin.org/articles/10.3389/frai.2024.1491932/full

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