menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

What makes...
source image

Arxiv

5d

read

216

img
dot

Image Credit: Arxiv

What makes an Ensemble (Un) Interpretable?

  • Ensemble models are known for their limited interpretability compared to single models like decision trees.
  • Factors like the number, size, and type of base models influence the interpretability of ensembles.
  • Applying concepts from computational complexity theory can help study the challenges of generating explanations for ensemble configurations.
  • Interpreting ensembles is shown to be intractable under certain complexity assumptions, with complexity patterns influenced by factors like the number and type of base models.

Read Full Article

like

13 Likes

For uninterrupted reading, download the app