Questions tagged [partial-dependency-plots]

The tag has no usage guidance.

Filter by
Sorted by
Tagged with
1 vote
1 answer

Partial Dependence Plots for Linear Mixed-Effects Models?

I am currently using R and am trying to figure out a way to use partial dependence plots for mixed-effects models. I have heard that PDP plots are model-agnostic, but I have never heard of any PDP for ...
user avatar
  • 39
0 votes
2 answers

Understanding the behavior of a neural network when extrapolated

I trained a Multilayer Perceptron to predict a variable Y based on a set of predictors. Then I decided to test it on unseen data outside of the training range. I am aware of (some of) the implications ...
user avatar
  • 127
3 votes
1 answer

Extrapolation using machine learning models under specific assumptions

I have a problem that requires inherently extrapolation. I am aware that this a crucial matter with most (if not all) machine learning models. Yet, given the physical phenomenon underlying the ...
user avatar
  • 127
2 votes
0 answers

Using bootstrap confidence intervals for partial dependence plots

Core Question Bootstrapping could be used to calculate confidence intervals (CIs) for Partial Dependence Plots (PDPs) from a random forest. But would this be appropriate? Example I have a dataset with ...
user avatar
  • 21