Data and Label Shift in LIME explanations

In this post, I will concisely summarize my research study, “A study of data and label shift in the LIME framework,” which was a collaboration with my supervisor, Professor Henrik Boström. The paper was accepted as oral in the Neurips 2019 workshop on “Human-Centric Machine Learning.” You can read the paper on Arxiv, and the workshop website can be accessed here: https://sites.google.com/view/hcml-2019. Introduction In 2019, LIME explanations were prevalent [1], but LIME operated differed significantly from how explanations functioned in the older days....

December 12, 2023 · 7 min · Theme PaperMod