Concepedia

Machine Learning Forecast Combination

Machine Learning Forecast Combination is a forecast combination method that employs machine learning algorithms to non-linearly aggregate predictions from multiple individual forecasting models, distinguishing itself from traditional linear or equal-weight approaches by adaptively learning optimal weighting structures from data.

65

Publications

3.2K

Citations

173

Authors

111

Institutions

Publications per year

2017–2026

36

Parents

Publications

65

A robust combination approach for short-term wind speed forecasting and analysis – Combination of the ARIMA (Autoregressive Integrated Moving Average), ELM (Extreme Learning Machine), SVM (Support Vector Machine) and LSSVM (Least Square SVM) forecasts using a GPR (Gaussian Process Regression) model

Jianzhou Wang, Jianming Hu · Energy · 2015 · 309 citations

, , +17

Forecast combining with neural networks

Ronnie Donaldson, Mark J. Kamstra · Journal of Forecasting · 1996 · 190 citations

, , +11

Prediction of Geopolymer Concrete Compressive Strength Using Novel Machine Learning Algorithms

Ayaz Ahmad, Waqas Ahmad, Krisada Chaiyasarn et al. · Polymers · 2021 · 154 citations · Full text

, , +17

Combination of artificial neural-network forecasters for prediction of natural gas consumption

A. Khotanzad, Hassan M. Elragal, Tinghui Lu · IEEE Transactions on Neural Networks · 2000 · 150 citations

, , +15

Forecast combinations of computational intelligence and linear models for the NN5 time series forecasting competition

Robert Andrawis, Amir F. Atiya, Hisham El‐Shishiny · International Journal of Forecasting · 2011 · 145 citations

, , +17

1–5 of 65

Authors

173

  1. MJ
    Mark J. Kamstra

    York University, Canada

    3 publications · 291 citations

    3

    h-index

  2. SJ
    Salvatore Joseph Terregrossa

    Istanbul Aydın University, Türkiye

    2 publications · 48 citations

    2

    h-index

  3. MH
    M. Hashem Pesaran

    University of Southern California, United States

    2 publications · 52 citations

    2

    h-index

  4. WS
    Wei Sun

    University of Regina, Canada

    2 publications · 94 citations

    2

    h-index

  5. JW
    Jianzhou Wang

    Dongbei University of Finance and Economics, China

    2 publications · 382 citations

    2

    h-index

1–5 of 173

Institutions

111

  1. Wuhan University

    Wuhan, China

    3 h-index

    3 publications

    96 citations

  2. Dongbei University of Finance and Economics

    Dalian, China

    3 h-index

    6 publications

    660 citations

  3. Tianjin University

    Tianjin, China

    3 h-index

    5 publications

    136 citations

  4. Aalborg University

    Aalborg, Denmark

    2 h-index

    3 publications

    104 citations

  5. Coventry University

    Coventry, United Kingdom

    2 h-index

    2 publications

    152 citations

  6. North China Electric Power University

    Beijing, China

    2 h-index

    5 publications

    127 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    2 publications

    52 citations

  8. Istanbul Aydın University

    Istanbul, Türkiye

    2 h-index

    4 publications

    96 citations

1–8 of 111

Venues

  1. International Journal of Forecasting

    6 publications · 453 citations

    6

    h-index

  2. Journal of Forecasting

    3 publications · 321 citations

    3

    h-index

  3. National Institute Economic Review

    2 publications · 52 citations

    2

    h-index

  4. IEEE Access

    2 publications · 32 citations

    2

    h-index

  5. Algorithms

    2 publications · 57 citations

    2

    h-index

1–5