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@visual-xai-for-time-series

Visual Explainable AI for Time Series

establishing a framework for explainable artifical intelligence for time series deep learning models using attributions and counterfactuals.
README.md

Visual Explainable AI for Time Series

Visual Explainable AI for Time Series establishing a framework for explainable artificial intelligence for time series deep learning models using attributions and counterfactuals.

About

Deep learning models are often not applied to time series tasks as such models are not explainable or understandable. Visual explainable AI for time series strives to bridge the gap between state-of-the-art deep learning architectures for various tasks and explanations for such model decisions. The project will be divided into sub-projects that have been published and worked on as published workshop, conference, and journal papers.

Online Demos

Here are the direct links to the online demos for the corresponding conference papers.

Interactive Counterfactual Generation for Univariate Time Series (ICFTS)

https://icfts.time-series-xai.dbvis.de/

Dense-Pixel Views for Attribution Techniques on Time Series (DAVOTS)

https://davots.time-series-xai.dbvis.de/

Visual Explanations with Attributions and Counterfactuals on Time Series Classification

https://visual-explanations.time-series-xai.dbvis.de/

More Resources

https://time-series-xai.dbvis.de/

Pinned Loading

  1. counterfactual-explanations-for-time-series counterfactual-explanations-for-time-series Public

    Implementation Repository for Counterfactual Explanation Algorithms for Time Series

    Python

  2. dense-time-series-attributions dense-time-series-attributions Public

    Code Repository for "Interactive dense pixel visualizations for time series and model attribution explanations"

    Python 1

  3. time-series-xai-perturbation-analysis time-series-xai-perturbation-analysis Public

    Code and result repository for "A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI"

    HTML 3

Repositories

Showing 10 of 10 repositories
  • base-models Public

    Base models which are used in all applications and projects

    visual-xai-for-time-series/base-models’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 17, 2024
  • interactive-counterfactuals-for-time-series Public

    Code Repository for "Interactive Counterfactual Generation for Univariate Time Series"

    visual-xai-for-time-series/interactive-counterfactuals-for-time-series’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 15, 2024
  • .github Public
    visual-xai-for-time-series/.github’s past year of commit activity
    0 0 0 0 Updated Sep 9, 2024
  • dense-time-series-attributions Public

    Code Repository for "Interactive dense pixel visualizations for time series and model attribution explanations"

    visual-xai-for-time-series/dense-time-series-attributions’s past year of commit activity
    Python 1 MIT 0 0 2 Updated Aug 21, 2024
  • visual-explanations-on-time-series Public

    Code Repository for "Visual Explanations with Attributions and Counterfactuals on Time Series Classification"

    visual-xai-for-time-series/visual-explanations-on-time-series’s past year of commit activity
    0 MIT 0 0 0 Updated Apr 15, 2024
  • sequence-dreaming Public

    Code Repository for "Finding the Deep Dream for Time Series: Activation Maximization for Univariate Time Series"

    visual-xai-for-time-series/sequence-dreaming’s past year of commit activity
    0 MIT 0 0 0 Updated Mar 14, 2024
  • attribution-stability-indicator Public

    Code and result repository for "Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions"

    visual-xai-for-time-series/attribution-stability-indicator’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 0 Updated Sep 11, 2023
  • time-series-xai-perturbation-analysis Public

    Code and result repository for "A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI"

    visual-xai-for-time-series/time-series-xai-perturbation-analysis’s past year of commit activity
    HTML 3 MIT 0 0 0 Updated Aug 11, 2023
  • counterfactual-explanations-for-time-series Public

    Implementation Repository for Counterfactual Explanation Algorithms for Time Series

    visual-xai-for-time-series/counterfactual-explanations-for-time-series’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Aug 11, 2023
  • ts-mule Public Forked from dbvis-ukon/ts-mule

    Code Repository for "Local Interpretable Model-Agnostic Explanations For Time Series Forecast Models"

    visual-xai-for-time-series/ts-mule’s past year of commit activity
    Python 0 1 0 0 Updated Sep 15, 2021

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