Concepedia

Spectral Forecasting

Spectral Forecasting is a time series prediction method that leverages spectral decomposition to model temporal dependencies by transforming the forecasting problem into the frequency domain, distinguishing itself from time-domain approaches through its emphasis on periodic and oscillatory components inherent in the data.

67

Publications

4.5K

Citations

200

Authors

87

Institutions

Publications per year

2017–2026

32

Parents

Publications

67

Singular Spectrum Analysis: Methodology and Comparison

Hossein Hassani · Journal of Data Science · 2021 · 624 citations · Full text

, , +11

Spectral Analysis of Economic Time Series.

J. D. Sargan, Clive W. J. Granger, Michio Hatanaka · Economica · 1966 · 538 citations

, , +14

Forecasting European industrial production with singular spectrum analysis

Hossein Hassani, Saeed Heravi, Anatoly Zhigljavsky · International Journal of Forecasting · 2008 · 272 citations

, , +13

Spectral Basis Neural Networks for Real-Time Travel Time Forecasting

Dongjoo Park, Laurence R. Rilett, Gunhee Han · Journal of Transportation Engineering · 1999 · 239 citations

, , +14

Spectral Temporal Graph Neural Network for Multivariate Time-series\n Forecasting

Defu Cao, Yujing Wang, Juanyong Duan et al. · arXiv (Cornell University) · 2021 · 190 citations · Full text

, , +16

1–5 of 67

Authors

200

  1. HH
    Hossein Hassani

    University of Tehran, Iran

    8 publications · 1.2K citations

    8

    h-index

  2. GD
    Guoru Ding

    PLA Army Engineering University, China

    6 publications · 209 citations

    6

    h-index

  3. QW
    Qihui Wu

    Nanjing University of Aeronautics and Astronautics, China

    4 publications · 139 citations

    4

    h-index

  4. JS
    Jiachen Sun

    PLA Army Engineering University, China

    4 publications · 122 citations

    4

    h-index

  5. LY
    Ling Yu

    Jinan University, China

    3 publications · 101 citations

    3

    h-index

1–5 of 200

Institutions

87

  1. PLA Army Engineering University

    Nanjing, China

    8 h-index

    29 publications

    842 citations

  2. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    6 h-index

    11 publications

    357 citations

  3. Southeast University

    Nanjing, China

    4 h-index

    9 publications

    311 citations

  4. Bournemouth University

    Poole, United Kingdom

    3 h-index

    5 publications

    245 citations

  5. Cardiff University

    Cardiff, United Kingdom

    3 h-index

    6 publications

    1.5K citations

  6. Texas A&M University

    College Station, United States

    2 h-index

    4 publications

    823 citations

  7. Harbin Institute of Technology

    Harbin, China

    2 h-index

    6 publications

    162 citations

  8. Zhejiang University

    Hangzhou, China

    2 h-index

    6 publications

    121 citations

1–8 of 87

Venues

  1. Monthly Weather Review

    4 publications · 174 citations

    4

    h-index

  2. IEEE Transactions on Vehicular Technology

    3 publications · 127 citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 355 citations

    3

    h-index

  4. IEEE Access

    3 publications · 88 citations

    3

    h-index

  5. China Communications

    2 publications · 60 citations

    2

    h-index

1–5