Concepedia

Explainable Time Series Classification

Explainable Time Series Classification is a time series classification paradigm that, as a singular academic concept, belongs to the class of interpretable machine learning methods by virtue of providing human-understandable justifications for its classification decisions while maintaining predictive accuracy.

29

Publications

1.4K

Citations

104

Authors

57

Institutions

Publications per year

2017–2026

28

Parents

Publications

29

Explainable AI for Time Series Classification: A Review, Taxonomy and Research Directions

Andreas Theissler, Francesco Spinnato, Udo Schlegel et al. · IEEE Access · 2022 · 174 citations · Full text

, , +11

XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification

Kevin Fauvel, Tao Lin, Véronique Masson et al. · Mathematics · 2021 · 140 citations · Full text

, , +16

Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations

Thach Le Nguyen, Severin Gsponer, Iulia Ilie et al. · Data Mining and Knowledge Discovery · 2019 · 110 citations · Full text

, , +16

Explainable machine learning models based on multimodal time-series data for the early detection of Parkinson’s disease

Muhammad Junaid, Sajid Ali, Fatma Eid et al. · Computer Methods and Programs in Biomedicine · 2023 · 94 citations

, , +17

Explainable Machine Learning Exploiting News and Domain-Specific Lexicon for Stock Market Forecasting

Salvatore Carta, Sergio Consoli, Luca Piras et al. · IEEE Access · 2021 · 82 citations · Full text

, , +17

1–5 of 29

Authors

104

  1. AT
    Alexandre Termier

    Centre National de la Recherche Scientifique, France

    3 publications · 243 citations

    3

    h-index

  2. VM
    Véronique Masson

    Centre National de la Recherche Scientifique, France

    3 publications · 243 citations

    3

    h-index

  3. JR
    Jonathan Rebane

    Stockholm University, Sweden

    2 publications · 58 citations

    2

    h-index

  4. FS
    Francesco Spinnato

    University of Pisa, Italy

    2 publications · 212 citations

    2

    h-index

  5. RG
    Riccardo Guidotti

    University of Pisa, Italy

    2 publications · 212 citations

    2

    h-index

1–5 of 104

Institutions

57

  1. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    12 publications

    972 citations

  2. Université de Rennes

    Rennes, France

    3 h-index

    12 publications

    972 citations

  3. Institut de Recherche en Informatique et Systèmes Aléatoires

    Rennes, France

    3 h-index

    12 publications

    972 citations

  4. Beijing Jiaotong University

    Beijing, China

    2 h-index

    8 publications

    300 citations

  5. University of Pisa

    Pisa, Italy

    2 h-index

    5 publications

    326 citations

  6. Stockholm University

    Stockholm, Sweden

    2 h-index

    6 publications

    174 citations

  7. Aalto University

    Espoo, Finland

    2 h-index

    2 publications

    58 citations

  8. Stony Brook University

    Stony Brook, United States

    1 h-index

    1 publications

    94 citations

1–8 of 57

Venues

  1. Data Mining and Knowledge Discovery

    3 publications · 191 citations

    3

    h-index

  2. Information Sciences

    2 publications · 72 citations

    2

    h-index

  3. 2

    h-index

  4. IEEE Access

    2 publications · 256 citations

    2

    h-index

  5. IEEE Computational Intelligence Magazine

    CIM · 1 publications · 13 citations

    1

    h-index

1–5