Concepedia

Symbolic Aggregate Features

Symbolic Aggregate Features is a dimensionality reduction technique in time series analysis that transforms continuous time series data into a discrete symbolic representation through piecewise aggregation and quantization, enabling efficient feature extraction and pattern discovery.

29

Publications

1.3K

Citations

96

Authors

46

Institutions

Publications per year

2017–2026

14

Parents

Publications

29

Aggregate features and ADABOOST for music classification

James Bergstra, Norman Casagrande, Dumitru Erhan et al. · Machine Learning · 2006 · 276 citations · Full text

, , +13

SAX-VSM: Interpretable Time Series Classification Using SAX and Vector Space Model

Pavel Senin, Sergey Malinchik · 2013 · 230 citations

, , +15

Classification of Heart Diseases Based On ECG Signals Using Long Short-Term Memory

Ming Liu, Younghoon Kim · 2018 · 79 citations

, , +11

Data size reduction with symbolic aggregate approximation for electrical load pattern grouping

Antonio Notaristefano, Gianfranco Chicco, Federico Piglione · IET Generation Transmission & Distribution · 2013 · 72 citations · Full text

, , +17

Using SIFT features in palmprint authentication

Jiansheng Chen, Yiu-Sang Moon · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · 2008 · 66 citations

, , +12

1–5 of 29

Authors

96

  1. CB
    Christian Braunagel

    Daimler (Germany), Germany

    1 publications · 43 citations

    1

    h-index

  2. CL
    Chengliang Liu

    Shanghai Jiao Tong University, China

    1 publications · 12 citations

    1

    h-index

  3. WC
    Wei Chen

    Zhejiang University, China

    1 publications · 34 citations

    1

    h-index

  4. TI
    Takayuki Itoh

    Ochanomizu University, Japan

    1 publications · 14 citations

    1

    h-index

  5. ZY
    Zhong Yuan

    Southwest Jiaotong University, China

    1 publications · 14 citations

    1

    h-index

1–5 of 96

Institutions

46

  1. Chongqing Institute of Green and Intelligent Technology

    Chongqing, China

    1 h-index

    1 publications

    18 citations

  2. Southeast University

    Nanjing, China

    1 h-index

    4 publications

    48 citations

  3. Drexel University

    Philadelphia, United States

    1 h-index

    1 publications

    15 citations

  4. Chengdu Institute of Biology

    Chengdu, China

    1 h-index

    1 publications

    18 citations

  5. University of Hawaiʻi at Mānoa

    Honolulu, United States

    1 h-index

    1 publications

    230 citations

  6. Universiti Sains Malaysia

    George Town, Malaysia

    1 h-index

    6 publications

    162 citations

  7. Ochanomizu University

    Tokyo, Japan

    1 h-index

    2 publications

    28 citations

  8. Nebraska Medical Center

    Omaha, United States

    1 h-index

    1 publications

    15 citations

1–8 of 46

Venues

  1. IEEE Access

    2 publications · 50 citations

    2

    h-index

  2. Measurement

    2 publications · 96 citations

    2

    h-index

  3. Multimedia Tools and Applications

    1 publications · 12 citations

    1

    h-index

  4. Knowledge-Based Systems

    1 publications · 29 citations

    1

    h-index

  5. Nature

    1 publications · 23 citations

    1

    h-index

1–5