Concepedia

Shapelet Features

Shapelet Features is a discriminative time series subsequence that captures distinctive shape-based patterns, distinguished by its ability to serve as a feature for classification tasks through its high similarity to specific temporal motifs within the data.

94

Publications

6.8K

Citations

311

Authors

149

Institutions

Publications per year

2017–2026

56

Parents

Publications

94

Time series shapelets

Lexiang Ye, Eamonn Keogh · 2009 · 963 citations

, , +14

Classification of time series by shapelet transformation

Jon Hills, Jason Lines, Edgaras Baranauskas et al. · Data Mining and Knowledge Discovery · 2013 · 526 citations

, , +13

Detecting Pedestrians by Learning Shapelet Features

Payam Sabzmeydani, Greg Mori · 2007 · 512 citations

, , +11

Multi-Scale Convolutional Neural Networks for Time Series Classification

Zhicheng Cui, Wenlin Chen, Yixin Chen · arXiv (Cornell University) · 2016 · 475 citations · Full text

, , +17

A shapelet transform for time series classification

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

, , +15

1–5 of 94

Authors

311

  1. CJ
    Cun Ji

    Shandong Normal University, China

    5 publications · 182 citations

    5

    h-index

  2. LZ
    Lipeng Zhu

    Hunan University, China

    4 publications · 259 citations

    4

    h-index

  3. YC
    Yixin Chen

    Washington University in St. Louis, United States

    4 publications · 631 citations

    4

    h-index

  4. SL
    Shijun Liu

    Shandong University, China

    4 publications · 166 citations

    4

    h-index

  5. JW
    Jia Wu

    Macquarie University, Australia

    4 publications · 257 citations

    4

    h-index

1–5 of 311

Institutions

149

  1. Tsinghua University

    Beijing, China

    6 h-index

    11 publications

    472 citations

  2. Shandong Normal University

    Jinan, China

    5 h-index

    13 publications

    378 citations

  3. University of Technology Sydney

    Sydney, Australia

    5 h-index

    13 publications

    831 citations

  4. University of California, Riverside

    Riverside, United States

    4 h-index

    14 publications

    3.6K citations

  5. Shandong University

    Jinan, China

    4 h-index

    18 publications

    823 citations

  6. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    4 publications

    398 citations

  7. Université Paris-Saclay

    Gif-sur-Yvette, France

    3 h-index

    4 publications

    114 citations

  8. Washington University in St. Louis

    St Louis, United States

    3 h-index

    15 publications

    759 citations

1–8 of 149

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 608 citations

    5

    h-index

  2. Expert Systems with Applications

    3 publications · 177 citations

    3

    h-index

  3. Computer Networks

    3 publications · 113 citations

    3

    h-index

  4. Pattern Recognition

    3 publications · 101 citations

    3

    h-index

  5. IEEE Transactions on Industrial Informatics

    3 publications · 136 citations

    3

    h-index

1–5