#lime News & Analysis

3 articles tagged with #lime. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · 3d ago7/10

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Regional Explanations: Bridging Local and Global Variable Importance

Researchers identify fundamental flaws in Local Shapley Values and LIME, two widely-used machine learning interpretation methods that fail to reliably detect locally important features. They propose R-LOCO, a new approach that bridges local and global explanations by segmenting input space into regions and applying global attribution methods within those regions for more faithful local attributions.

AIBullisharXiv – CS AI · Mar 55/10

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DCENWCNet: A Deep CNN Ensemble Network for White Blood Cell Classification with LIME-Based Explainability

Researchers developed DCENWCNet, a deep learning ensemble model that combines three CNN architectures to classify white blood cells with superior accuracy. The model outperforms existing state-of-the-art networks on the Rabbin-WBC dataset and incorporates LIME-based explainability for interpretable medical diagnosis.

AINeutralarXiv – CS AI · Mar 37/106

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Identifying and Characterising Response in Clinical Trials: Development and Validation of a Machine Learning Approach in Colorectal Cancer

Researchers developed a machine learning approach combining Virtual Twins method with survLIME to identify patient subgroups who respond differently to treatments in clinical trials. The method achieved 0.77 AUC for identifying treatment responders in colorectal cancer trials, finding genetic mutations, metastasis sites, and ethnicity as key response factors.

$CRV