Questions tagged [lime]

Questions related to the Locally Interpretable Model-Agnostic Explanations (LIME) method of explaining black-box machine learning models.

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252 views

What are the differences between LIME and SHAP as model interpretation techniques?

Model interpretation has been an important area of study nowadays and because of that some different techniques have risen to help on this task. Maybe the two most famous ones are LIME and SHAP. How ...
15
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1answer
2k views

Comparison between SHAP (Shapley Additive Explanation) and LIME (Local Interpretable Model-Agnostic Explanations)

I am reading up about two popular post hoc model interpretability techniques: LIME and SHAP I am having trouble understanding the key difference in these two techniques. To quote Scott Lundberg, ...
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1answer
117 views

Understanding functioning of LIME(Local Interpretable Model-agnostic Explanations)

Following are the steps that occur in LIME's algorithm https://cran.r-project.org/web/packages/lime/vignettes/Understanding_lime.html I have been trying to read and understand why this process is ...
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1answer
279 views

Why LIME does not show prediction probability for the other class?

On the picture above you can see prediction probabilities. In this case it shows 100% poisonous. However, on next two figures it shows that there is actually small probability of other class (with ...
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0answers
43 views

How does LIME compares with Mutual Information?

So, I was wondering how LIME's linear model approach compares with other explanation metrics, in special, with Mutual Information? For those unfamiliar with how LIME works: Choose the instance you ...
2
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1answer
575 views

H2o interpretability - LIME

I have trained a model to predict heart attacks using random forest algorithm using H2O. I have good performance in cross validation. Now, I want to give more interpretation to the predictions in a ...
2
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1answer
762 views

How to interpret probabilities together with output from R lime package?

My question is related to this one: LIME explanation confusion. But since it does not have a reproducible example or an answer, I am asking here with an example. I have a dataset with unbalanced ...
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1answer
901 views

LIME explanation confusion [closed]

I am working in R creating a GBM model using H2O and trying to use LIME to look at some local explanations to get a feel for what the model is doing. It's a binary classifier and I'm specifying 8 for ...