vsubbian / WindowSHAP
A model-agnostic framework for explaining time-series classifiers using Shapley values
☆21Updated last year
Alternatives and similar repositories for WindowSHAP:
Users that are interested in WindowSHAP are comparing it to the libraries listed below
- Counterfactual Explanations for Multivariate Time Series Data☆31Updated last year
- ☆59Updated 2 years ago
- Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction…☆110Updated last year
- Unified Model Interpretability Library for Time Series☆56Updated last year
- A list of (post-hoc) XAI for time series☆124Updated 6 months ago
- This repository contains the implementation of Dynamask, a method to identify the features that are salient for a model to issue its pred…☆75Updated 2 years ago
- Valid and adaptive prediction intervals for probabilistic time series forecasting.☆90Updated 2 weeks ago
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆74Updated 4 months ago
- Implementation of the InterpretTime framework☆44Updated last year
- ☆59Updated 4 years ago
- Code for paper "Copula-based conformal prediction for Multi-Target Regression"☆33Updated 4 years ago
- This repository contains the source code for time series regression.☆100Updated last year
- Codebase for "Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN)"☆32Updated 2 years ago
- ☆19Updated last year
- ☆8Updated last year
- GluonTS - Probabilistic Time Series Modeling in Python☆51Updated 3 years ago
- Conformal Prediction for Time Series with Modern Hopfield Networks☆75Updated last year
- ☆22Updated 11 months ago
- XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification☆48Updated 2 years ago
- This repository contains the experiments related to a new and accurate tree-based global forecasting algorithm named, SETAR-Tree.☆19Updated last year
- ☆13Updated 2 years ago
- Generation and evaluation of synthetic time series datasets (also, augmentations, visualizations, a collection of popular datasets) NeurI…☆158Updated 7 months ago
- ☆73Updated last year
- An Open-Source Library for the interpretability of time series classifiers☆131Updated 4 months ago
- This repository contains the implementations related to the experiments of a set of publicly available datasets that are used in the time…☆225Updated 2 years ago
- Official repo to paper☆12Updated 2 years ago
- Motiflets☆47Updated last month
- LITE: Light Inception with boosTing tEchniques for Time Series Classification☆25Updated 3 weeks ago
- Repository for Evaluating Explanation Methods for Multivariate Time Series Classification paper☆10Updated 11 months ago
- TimeSHAP explains Recurrent Neural Network predictions.☆171Updated last year