Concepedia

Singular Spectrum Analysis Features

Singular Spectrum Analysis Features is a time series feature extraction method that decomposes a time series into interpretable components through singular value decomposition of a trajectory matrix, enabling the identification of underlying patterns such as trends, oscillations, and noise.

83

Publications

3.7K

Citations

284

Authors

145

Institutions

Publications per year

2017–2026

43

Parents

Publications

83

Interannual and Decadal Cycles in River Flows of Southeastern South America

Andrew W. Robertson, Carlos R. Mechoso · Journal of Climate · 1998 · 267 citations · Full text

, , +16

Short-term electric load forecasting based on singular spectrum analysis and support vector machine optimized by Cuckoo search algorithm

Xiaobo Zhang, Jianzhou Wang, Kequan Zhang · Electric Power Systems Research · 2017 · 265 citations

, , +16

A hybrid short-term electricity price forecasting framework: Cuckoo search-based feature selection with singular spectrum analysis and SVM

Xiaobo Zhang, Jianzhou Wang, Yuyang Gao · Energy Economics · 2019 · 155 citations

, , +15

Singular spectrum analysis: methodology and application to economics data

Hossein Hassani, Anatoly Zhigljavsky · Journal of Systems Science and Complexity · 2009 · 128 citations

, , +14

Singular spectrum analysis and forecasting of hydrological time series

C. A. F. Marques, J. A. Ferreira, Alfredo Rocha et al. · Physics and Chemistry of the Earth Parts A/B/C · 2006 · 116 citations

, , +14

1–5 of 83

Authors

284

  1. HH
    Hossein Hassani

    University of Tehran, Iran

    4 publications · 290 citations

    4

    h-index

  2. SS
    Saeid Sanei

    University of Surrey, United Kingdom

    3 publications · 145 citations

    3

    h-index

  3. JZ
    Jaime Zabalza

    University of Strathclyde, United Kingdom

    2 publications · 107 citations

    2

    h-index

  4. MŠ
    Marinko Škare

    Juraj Dobrila University of Pula, Croatia

    2 publications · 35 citations

    2

    h-index

  5. BW
    Bingo Wing‐Kuen Ling

    Guangdong University of Technology, China

    2 publications · 36 citations

    2

    h-index

1–5 of 284

Institutions

145

  1. Cardiff University

    Cardiff, United Kingdom

    4 h-index

    10 publications

    732 citations

  2. Central South University

    Changsha, China

    3 h-index

    8 publications

    715 citations

  3. Xi'an Jiaotong University

    Xi'an, China

    2 h-index

    5 publications

    139 citations

  4. University of Surrey

    Guildford, United Kingdom

    2 h-index

    6 publications

    460 citations

  5. Université Paris Cité

    Paris, France

    2 h-index

    4 publications

    62 citations

  6. University of Strathclyde

    Glasgow, United Kingdom

    2 h-index

    5 publications

    239 citations

  7. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    2 publications

    103 citations

  8. King Mongkut's Institute of Technology Ladkrabang

    Bangkok, Thailand

    2 h-index

    2 publications

    61 citations

1–8 of 145

Venues

  1. 2

    h-index

  2. Journal of Coastal Research

    JCR · 2 publications · 40 citations

    2

    h-index

  3. 2

    h-index

  4. Biomedical Signal Processing and Control

    2 publications · 73 citations

    2

    h-index

  5. Measurement

    2 publications · 59 citations

    2

    h-index

1–5