What is recorded here?
Proposed LIME, which fits an interpretable model locally around a classifier prediction, together with a submodular selection method for presenting representative explanations.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
The record is the exact three-author KDD 2016 paper. Local surrogate agreement is not causal explanation, universal faithfulness or a safety guarantee; later stability analyses, Anchors and SHAP remain separate.
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People and systems
Marco Tulio Ribeiro; Sameer Singh; Carlos Guestrin
The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.
Research locations and affiliations
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Documented countries / regions: United States
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English catalogue narrative
Ribeiro, Singh and Guestrin: LIME local model explanations
Proposed LIME, which fits an interpretable model locally around a classifier prediction, together with a submodular selection method for presenting representative explanations.
Scientific scope
The record is the exact three-author KDD 2016 paper. Local surrogate agreement is not causal explanation, universal faithfulness or a safety guarantee; later stability analyses, Anchors and SHAP remain separate.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Marco Tulio Ribeiro; Sameer Singh; Carlos Guestrin
The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.