Questions tagged [lime]
Questions related to the Locally Interpretable Model-Agnostic Explanations (LIME) method of explaining black-box machine learning models.
9
questions
1
vote
0answers
16 views
Interpreting/Quantifying what is causing changes in ML model predictions week over week Ask
We are currently predicting an online students likelihood of completing a class each week. We use a lot of demographic information (which is constant throughout the class), as well as a small number ...
1
vote
0answers
376 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 ...
17
votes
1answer
4k 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, ...
1
vote
1answer
179 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 ...
1
vote
1answer
467 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 ...
0
votes
0answers
46 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
votes
1answer
787 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
votes
1answer
872 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 ...
1
vote
1answer
983 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 ...
