Browsing BTech Projects by Subject "LIME"

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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 ...
Design of a novel interpretability analysis method to handle out-of-distribution samples

Arora, Srijan; Gupta, Anubha (Advisor) (IIIT-Delhi, 2023-05-09)

With the growing introduction of machine learning in critical domains such as healthcare, finance, law and other public services, the need for increased trust and understanding of these models is becoming paramount for ...
Model explainability - in Context of Argument Mining

Yadav, Anunay; Chakraborty, Tanmoy (Advisor); Akhtar, Md. Shad (Evaluator); Bagler, Ganesh (Evaluator) (IIIT-Delhi, 2021-12)

Argument mining is a rising research area in natural language processing, the goal of which is to extract argumentative structures from natural language texts. Such components contain a lot of information not only limited ...

Now showing items 1-3 of 3

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