Concepedia

Shapelet Discovery

Shapelet Discovery is a temporal data mining technique that identifies discriminative subsequences of time series data whose shape characteristics enable effective classification by distinguishing between different classes of temporal patterns.

41

Publications

3.3K

Citations

131

Authors

72

Institutions

Publications per year

2017–2026

22

Parents

Publications

41

Learning time-series shapelets

Josif Grabocka, Nicolas Schilling, Martin Wistuba et al. · 2014 · 459 citations

, , +14

Fast Shapelets: A Scalable Algorithm for Discovering Time Series Shapelets

Thanawin Rakthanmanon, Eamonn Keogh · 2013 · 383 citations

, , +10

A shapelet transform for time series classification

Jason Lines, Luke M. Davis, Jon Hills et al. · 2012 · 354 citations · Full text

, , +15

Logical-shapelets

Abdullah Mueen, Eamonn Keogh, Neal E. Young · 2011 · 274 citations

, , +14

ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification

Guozhong Li, Byron Choi, Jianliang Xu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 153 citations · Full text

, , +13

1–5 of 41

Authors

131

  1. EK
    Eamonn Keogh

    University of California, Riverside, United States

    5 publications · 867 citations

    5

    h-index

  2. MW
    Martin Wistuba

    University of Hildesheim, Germany

    4 publications · 640 citations

    4

    h-index

  3. LS
    Lars Schmidt-Thieme

    University of Hildesheim, Germany

    4 publications · 640 citations

    4

    h-index

  4. JG
    Josif Grabocka

    University of Hildesheim, Germany

    4 publications · 640 citations

    4

    h-index

  5. AM
    Abdullah Mueen

    University of New Mexico, United States

    4 publications · 475 citations

    4

    h-index

1–5 of 131

Institutions

72

  1. University of California, Riverside

    Riverside, United States

    5 h-index

    18 publications

    2.3K citations

  2. University of Technology Sydney

    Sydney, Australia

    3 h-index

    9 publications

    686 citations

  3. University of Hildesheim

    Hildesheim, Germany

    3 h-index

    12 publications

    2.3K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    5 publications

    122 citations

  5. Zhejiang University

    Hangzhou, China

    2 h-index

    5 publications

    326 citations

  6. Hong Kong Baptist University

    Hong Kong, Hong Kong

    2 h-index

    8 publications

    872 citations

  7. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    2 publications

    218 citations

  8. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    2 h-index

    2 publications

    218 citations

1–8 of 72

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 301 citations

    3

    h-index

  2. Data Mining and Knowledge Discovery

    2 publications · 162 citations

    2

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 99 citations

    2

    h-index

  4. Pattern Recognition

    2 publications · 41 citations

    2

    h-index

  5. 1

    h-index

1–5