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@mlgig MLGIG: Machine Learning Georgiana Ifrim Group

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    33 repositories

    • tscaptum

      Public
      A Captum wrapper for Time Series XAI
      TypeScript
      •
      MIT License
      •0•5•0•0•Updated Sep 23, 2024Sep 23, 2024

    • ts_fall_detection

      Public
      Fall Detection Using SOTA Time Series Techniques
      Jupyter Notebook
      •0•1•0•0•Updated Aug 23, 2024Aug 23, 2024

    • xai4mtsc_eval_actionability

      Public
      Python
      •
      MIT License
      •0•1•0•0•Updated Aug 12, 2024Aug 12, 2024

    • mrseql

      Public
      A sktime-independent Python wrapper for MrSEQL
      C++
      •
      MIT License
      •0•1•2•0•Updated Aug 6, 2024Aug 6, 2024

    • amee

      Public
      Code repo for paper titled "Robust Explanation Evaluation for Time Series Classification"
      Jupyter Notebook
      •
      MIT License
      •0•4•0•0•Updated Jun 26, 2024Jun 26, 2024

    • VM-challenge-lactose-prediction-2024

      Public
      MLGIG submission for the VM 2024 spectroscopy data challenge
      Jupyter Notebook
      •0•1•0•0•Updated Jun 4, 2024Jun 4, 2024

    • Evaluating-Explanation-Methods-for-MTSC

      Public
      Repository for Evaluating Explanation Methods for Multivariate Time Series Classification paper
      Python
      •0•10•0•0•Updated Apr 27, 2024Apr 27, 2024

    • mrsqm

      Public
      C++
      •
      GNU General Public License v3.0
      •8•28•2•0•Updated Feb 28, 2024Feb 28, 2024

    • mvespa

      Public
      Machine Vision-Enabled Sports Performance Analysis
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Dec 4, 2023Dec 4, 2023

    • Video_vs_Shimmer_ECML_2023

      Public
      Python
      •0•0•0•0•Updated Sep 12, 2023Sep 12, 2023

    • TabularModelsforTSC

      Public
      Repo for AALTD Paper
      Python
      •1•3•0•0•Updated Aug 16, 2023Aug 16, 2023

    • vistamilk_diet_challenge

      Public
      Repository for the 2022 VistaMilk spectroscopy challenge.
      Jupyter Notebook
      •
      MIT License
      •1•4•0•0•Updated Jul 4, 2023Jul 4, 2023

    • ChannelSelectionMTSC

      Public
      Channel (Feature) selection for Multivariate Time series classification
      feature-selectionclassificationmultivariatedimensionality-reductionchannel-selectiontime-series
      TypeScript
      •1•12•0•0•Updated Jun 28, 2023Jun 28, 2023

    • Channel-Selection-MTSC

      Public
      Code for paper AALTD@ECMLPKDD21 Paper
      multivariate-timeserieschannel-selectionmtsctime-series
      TypeScript
      •
      GNU General Public License v3.0
      •1•1•0•0•Updated Jun 28, 2023Jun 28, 2023

    • sktime

      Public
      A scikit-learn compatible Python toolbox for machine learning with time series
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1.3k•1•1•0•Updated Feb 20, 2023Feb 20, 2023

    • explanation4tsc-2nd

      Public
      Jupyter Notebook
      •2•3•0•0•Updated Sep 8, 2022Sep 8, 2022

    • BodyMTS_2021

      Public
      BodyMTS is a new approach to classify Military Press from videos using Pose Estimation and Multivariate Time Series Methods
      TypeScript
      •1•2•0•0•Updated Aug 27, 2022Aug 27, 2022

    • tsc_code

      Public
      To store various experimental code
      Python
      •0•0•0•0•Updated Aug 25, 2022Aug 25, 2022

    • vistamilk-spectroscopy-challenge

      Public
      This repo holds the data and code required to reproduce all of MLGIG team's results for this challenge.
      Jupyter Notebook
      •1•4•0•0•Updated Sep 17, 2021Sep 17, 2021

    • explanation4tsc

      Public
      Public repo for Explanation for Time Series Classification
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •2•3•0•0•Updated Mar 16, 2021Mar 16, 2021

    • video-pose-tsc

      Public
      deep-learninginterpretabilitytime-series-classificationinterpretable-machine-learning
      TypeScript
      •0•5•0•0•Updated Feb 3, 2021Feb 3, 2021

    • hashtagger_plus_offline

      Public
      Given a collection of documents and a collection of tweets from the same time period, this tool tags each document with relevant hashtags using the Hashtagger+ algorithm adapted to an offline setting.
      Python
      •2•0•0•0•Updated Jan 28, 2021Jan 28, 2021

    • socialtree

      Public
      HTML
      •4•0•0•0•Updated Nov 18, 2020Nov 18, 2020

    • mtsc_benchmark

      Public
      Code repository for workshop paper.
      TypeScript
      •1•5•0•0•Updated Nov 16, 2020Nov 16, 2020

    • news-tls

      Public
      Python
      •
      MIT License
      •9•1•0•0•Updated Jul 6, 2020Jul 6, 2020

    • wcep-mds-dataset

      Public
      Python
      •
      MIT License
      •14•0•0•0•Updated Jun 1, 2020Jun 1, 2020

    • Mr-SEQL

      Public
      Time Series Classification with Multiple Symbolic Representations.
      C++
      •
      GNU General Public License v3.0
      •14•0•0•0•Updated Jan 17, 2020Jan 17, 2020

    • CMAGEP-MTSC

      Public
      C++ and Python implementation of the CMAGEP-MTSC framework for multivariate time series classification by compact symbolic regression
      Python
      •3•0•0•0•Updated Nov 27, 2019Nov 27, 2019

    • SqLoss

      Public
      Sequence Regression in All-Subsequence Space
      C++
      •2•0•0•0•Updated May 11, 2019May 11, 2019

    • seqlgbm

      Public
      Gradient Boosting Machine with linear models in all k-mer space
      C++
      •2•0•0•0•Updated Apr 17, 2019Apr 17, 2019