dotnet / machinelearning

ML.NET is an open source and cross-platform machine learning framework for .NET.
https://dot.net/ml
MIT License
9.05k stars 1.88k forks source link

Q: Feature Contributions for Timeseries analysis #4606

Open lefig opened 4 years ago

lefig commented 4 years ago

Hi there,

I use the fabulous time series analysis models and would appreciate a little help to understand what support there is (if any) to understand:

Much obliged

Fig

najeeb-kazmi commented 4 years ago

Hi @lefig - thanks for reaching out to us. Currently, there is no support for feature contributions or permutation feature importance for time series. Both these features are supported for predictors, while time series algorithms are implemented as transforms.

Adding @gvashishtha to help triage this feature request.

lefig commented 4 years ago

I really appreciate this. Splendid news and thank you too.

Also I think that the following list of supported learners for feature contribution is up to date but perhaps someone may wish to review and check.

https://docs.microsoft.com/en-us/dotnet/api/microsoft.ml.transforms.featurecontributioncalculatingestimator?view=ml-dotnet