Concepedia

Matrix Profile Clustering

Matrix Profile Clustering is a time series clustering methodology that utilizes the matrix profile structure to identify conserved patterns and anomalies by measuring the similarity of subsequences within and across time series, distinguishing itself through its reliance on indexed, distance-based motifs derived from the collective pairwise z-normalized Euclidean distances.

7

Publications

348

Citations

33

Authors

10

Institutions

Publications per year

2017–2026

7

Parents

Publications

7

Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile

Chin‐Chia Michael Yeh, Yan Zhu, Liudmila Ulanova et al. · Data Mining and Knowledge Discovery · 2017 · 132 citations

, , +10

Matrix Profile XIV

Zachary Zimmerman, Kaveh Kamgar, Nader Shakibay Senobari et al. · 2019 · 62 citations · Full text

, , +14

Matrix profile goes MAD: variable-length motif and discord discovery in data series

Michele Linardi, Yan Zhu, Themis Palpanas et al. · Data Mining and Knowledge Discovery · 2020 · 62 citations

, , +14

The Swiss army knife of time series data mining: ten useful things you can do with the matrix profile and ten lines of code

Yan Zhu, Shaghayegh Gharghabi, Diego Furtado Silva et al. · Data Mining and Knowledge Discovery · 2020 · 33 citations

, , +14

A generalized matrix profile framework with support for contextual series analysis

Dieter De Paepe, Sander Vanden Hautte, Bram Steenwinckel et al. · Engineering Applications of Artificial Intelligence · 2020 · 29 citations · Full text

, , +8

1–5 of 7

Authors

33

  1. EK
    Eamonn Keogh

    University of California, Riverside, United States

    4 publications · 289 citations

    4

    h-index

  2. YZ
    Yan Zhu

    University of California, Riverside, United States

    3 publications · 227 citations

    3

    h-index

  3. ZZ
    Zachary Zimmerman

    University of California, Riverside, United States

    3 publications · 227 citations

    3

    h-index

  4. HL
    Hailin Li

    Huaqiao University, China

    2 publications · 30 citations

    2

    h-index

  5. HA
    Hoang Anh Dau

    University of California, Riverside, United States

    2 publications · 165 citations

    2

    h-index

1–5 of 33

Institutions

10

  1. University of California, Riverside

    Riverside, United States

    4 h-index

    27 publications

    1.9K citations

  2. University of New Mexico

    Albuquerque, United States

    2 h-index

    2 publications

    165 citations

  3. Huaqiao University

    Xiamen, China

    2 h-index

    4 publications

    52 citations

  4. Ghent University

    Ghent, Belgium

    1 h-index

    7 publications

    203 citations

  5. University of London Institute in Paris

    Paris, France

    1 h-index

    1 publications

    62 citations

  6. National Taipei University of Education

    Taipei, Taiwan

    1 h-index

    1 publications

    11 citations

  7. Université Paris Cité

    Paris, France

    1 h-index

    2 publications

    124 citations

  8. Universidade de São Paulo

    São Paulo, Brazil

    1 h-index

    1 publications

    132 citations

1–8 of 10

Venues

  1. Data Mining and Knowledge Discovery

    3 publications · 227 citations

    3

    h-index

  2. 1

    h-index

  3. Advanced Engineering Informatics

    1 publications · 19 citations

    1

    h-index

  4. Journal of Retailing and Consumer Services

    1 publications · 11 citations

    1

    h-index

  5. Measurement

    1 publications · 15 citations

1–5