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@MSD-IRIMAS

Modeling and Data Science (MSD) research group

Github repos of MSD research group

MSD Team (Modeling and Data Science) - IRIMAS Lab

Welcome to the MSD Team's repository! We are part of the IRIMAS lab at the University of Haute-Alsace, located in Mulhouse, France. Our team specializes in data science with a particular focus on time series data, leveraging advanced machine learning and deep learning models to address a variety of tasks.

About Us

Research Focus

The MSD team tackles a diverse range of tasks within the field of data science. We specialize in classification to categorize data, regression to forecast continuous values, clustering to identify natural groupings within data, and creating prototypes that effectively represent groups of time series data. Our expertise in deep learning models allows us to address complex problems associated with time series data.

Applications

Our research encompasses a wide array of applications, including but not limited to:

  • Satellite Image Analysis
  • Human Motion Analysis
  • Surgical Data Analysis
  • Seismology

We are committed to pushing the boundaries of what is possible with time series data, contributing to significant advancements across various fields.

Contact Us

For more information about our research, collaborations, or any other inquiries, please visit our webpage to find the appropriate contact person.

We look forward to connecting with fellow researchers, students, and industry partners to advance the field of data science together.


This README is maintained by the MSD Team at IRIMAS Lab. For any updates or contributions, please reach out to the team via the contact details provided.

Popular repositories Loading

  1. Simple-KAN-4-Time-Series Simple-KAN-4-Time-Series Public

    A simple feature-based time series classifier using Kolmogorov–Arnold Networks

    Python 106 13

  2. Multi_Comparison_Matrix Multi_Comparison_Matrix Public

    Multi Comparison Matrix: A long term approach to benchmark evaluations

    Python 20 2

  3. LITE LITE Public

    LITE: Light Inception with boosTing tEchniques for Time Series Classification

    Python 16 1

  4. CF-4-TSC CF-4-TSC Public

    Hand-Crafted Convolutional Filters 4 Time Series

    Python 13 3

  5. Augmenting-TSC-Elastic-Averaging Augmenting-TSC-Elastic-Averaging Public

    Augmenting Time Series Datasets with Weighted Elastic Barycenter Averaging

    Python 9 3

  6. DomainFoundationModelsTSC DomainFoundationModelsTSC Public

    Domain Foundation Models for Time Series Classification

    Python 7

Repositories

Showing 10 of 20 repositories
  • MSD-IRIMAS/msd-irimas.github.io’s past year of commit activity
    HTML 0 0 0 0 Updated Nov 8, 2024
  • Multi_Comparison_Matrix Public

    Multi Comparison Matrix: A long term approach to benchmark evaluations

    MSD-IRIMAS/Multi_Comparison_Matrix’s past year of commit activity
    Python 20 GPL-3.0 2 0 0 Updated Nov 4, 2024
  • MSD-IRIMAS/REHAB-HMG’s past year of commit activity
    Python 1 0 0 0 Updated Sep 26, 2024
  • MSD-IRIMAS/Weighted-ShapeDBA-4-Rehab’s past year of commit activity
    Python 2 0 0 0 Updated Sep 13, 2024
  • Simple-KAN-4-Time-Series Public

    A simple feature-based time series classifier using Kolmogorov–Arnold Networks

    MSD-IRIMAS/Simple-KAN-4-Time-Series’s past year of commit activity
    Python 106 GPL-3.0 13 3 0 Updated Aug 17, 2024
  • Augmenting-TSC-Elastic-Averaging Public

    Augmenting Time Series Datasets with Weighted Elastic Barycenter Averaging

    MSD-IRIMAS/Augmenting-TSC-Elastic-Averaging’s past year of commit activity
    Python 9 GPL-3.0 3 0 0 Updated Aug 7, 2024
  • TRILITE Public

    Self-supervised learning to boost time series classification models using a triplet loss mechanism.

    MSD-IRIMAS/TRILITE’s past year of commit activity
    Python 6 GPL-3.0 0 0 0 Updated Aug 7, 2024
  • CF-4-TSC Public

    Hand-Crafted Convolutional Filters 4 Time Series

    MSD-IRIMAS/CF-4-TSC’s past year of commit activity
    Python 13 GPL-3.0 3 0 0 Updated Aug 7, 2024
  • LITE Public

    LITE: Light Inception with boosTing tEchniques for Time Series Classification

    MSD-IRIMAS/LITE’s past year of commit activity
    Python 16 GPL-3.0 1 0 0 Updated Aug 7, 2024
  • ShapeDBA Public

    Generating Time Series Prototypes with ShapeDTW Barycenter Averaging

    MSD-IRIMAS/ShapeDBA’s past year of commit activity
    Python 6 GPL-3.0 0 0 0 Updated Aug 7, 2024