Comments (2)
j-ittner
commented on August 19, 2024
Sorry @jckkvs this slipped through
Re (1) totally agree an exception would be better - we will make that change
Re (2) FACET relies on the shap package for all SHAP calculations. I agree it would be great to see support for interaction values for a broader set of models - probably best to raise that to the shap maintainers. Alternatively we may consider adding our own interaction explainer to a future version of FACET (in our own work, we find that ensemble models work great so we're fine using the TreeExplainer)
from facet.
mtsokol
commented on August 19, 2024
That's right, for SHAP interaction values I believe you are mostly limited to tree based models.
from facet.
Related Issues (20)
- Add a UnivariateTargetSimulator
- Expose full distribution of outputs on simulation results
- Mismatch of feature ordering (matrices vs. dendograms) HOT 1
- Racism and the "load_boston" dataset HOT 2
- Run times are huge HOT 9
- ModuleNotFoundError: No module named 'facet.data'; 'facet' is not a package HOT 2
- gamma-facet==1.0.1 not compatible with latest shap==0.38.1 HOT 2
- Future Implementation for Tensorflow and Pytorch HOT 2
- SHAP Feature Values Inverted HOT 4
- understanding synergy asymmetry HOT 3
- README.rs dataset load can be automated for users HOT 1
- cannot import LearnerInspector etc HOT 1
- Trouble importing LearnerInspector HOT 7
- 'LearnerRanker' object has no attribute '_ensure_fitted' HOT 2
- Isolated Sphinx doc does not build due to missing pytools script HOT 3
- Versioning & Compatibility XGBoost HOT 1
- Support for scikit-learn models HOT 3
- Support SAGE values similar to SHAP
- Add methods to model inspector to return SHAP values and associated feature data
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from facet.