Browsing by Subject "LIME"

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  • A bayesian perspective to explainable AI 
    Saini, Aditya; Prasad, Ranjitha (Advisor) (IIIT-Delhi, 2021-07)
    The LIME(Local Interpretable Model-Agnostic Explanations) framework is a popular technique for providing simple to understand post-hoc model explanations. However, it su ers from the perplexing issue of inconsistent ...
  • DAG-LIME : causal interpretability using directed acyclic graphs 
    Verma, Khushali; Prasad, Ranjitha (Advisor) (IIIT-Delhi, 2022-05)
    Widely adapted locally interpretable methods such as LIME [20] and SHAP [12] fail to capture the underlying causal relationships between the variables. They merely capture the linear and non-linear associations. These ...

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