Concepedia

Ensemble Demand Forecasting

Ensemble Demand Forecasting is a demand forecasting method that integrates multiple individual forecasting models into a unified prediction system to improve accuracy and robustness by leveraging the strengths of diverse model structures and reducing reliance on any single modeling approach.

59

Publications

2.7K

Citations

218

Authors

131

Institutions

Publications per year

2017–2026

52

Parents

Publications

59

Using weather ensemble predictions in electricity demand forecasting

James W. Taylor, Roberto Buizza · International Journal of Forecasting · 2003 · 300 citations

, , +14

An Improved Demand Forecasting Model Using Deep Learning Approach and Proposed Decision Integration Strategy for Supply Chain

Zeynep Hilal Kilimci, A. Okay Akyuz, Mitat Uysal et al. · Complexity · 2019 · 189 citations · Full text

, , +16

Short-term forecasting of high-speed rail demand: A hybrid approach combining ensemble empirical mode decomposition and gray support vector machine with real-world applications in China

Xiushan Jiang, Lei Zhang, Xiqun Chen · Transportation Research Part C Emerging Technologies · 2014 · 162 citations

, , +17

Air transportation demand forecast through Bagging Holt Winters methods

Tiago Mendes Dantas, Fernando Luiz Cyrino Oliveira, Hugo M. Repolho · Journal of Air Transport Management · 2016 · 136 citations

, , +12

A Comparative Study of Demand Forecasting Models for a Multi-Channel Retail Company: A Novel Hybrid Machine Learning Approach

Arnab Mitra, Arnav Jain, Avinash Kishore et al. · Operations Research Forum · 2022 · 91 citations · Full text

, , +17

1–5 of 59

Authors

218

  1. BA
    Berna Atak Bülbül

    Doğuş University, Türkiye

    2 publications · 225 citations

    2

    h-index

  2. MS
    Mahya Seyedan

    Concordia University, Canada

    2 publications · 94 citations

    2

    h-index

  3. CL
    Cheng Lyu

    Southeast University, China

    2 publications · 93 citations

    2

    h-index

  4. AO
    A. Okay Akyuz

    Doğuş University, Türkiye

    2 publications · 225 citations

    2

    h-index

  5. NM
    N. Mithulananthan

    The University of Queensland, Australia

    2 publications · 112 citations

    2

    h-index

1–5 of 218

Institutions

131

  1. Southeast University

    Nanjing, China

    4 h-index

    12 publications

    444 citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    188 citations

  3. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    188 citations

  4. École Nationale d'Administration Publique

    Québec, Canada

    2 h-index

    2 publications

    94 citations

  5. Nankai University

    Tianjin, China

    2 h-index

    7 publications

    359 citations

  6. Concordia University

    Montreal, Canada

    2 h-index

    4 publications

    188 citations

  7. The University of Queensland

    Brisbane, Australia

    2 h-index

    5 publications

    275 citations

  8. Beihang University

    Beijing, China

    2 h-index

    5 publications

    212 citations

1–8 of 131

Venues

  1. IEEE Access

    4 publications · 118 citations

    4

    h-index

  2. Complexity

    2 publications · 235 citations

    2

    h-index

  3. Energy

    2 publications · 37 citations

    2

    h-index

  4. Journal of Air Transport Management

    2 publications · 216 citations

    2

    h-index

  5. 2

    h-index

1–5