Concepedia

Data-driven Demand Forecasting

Data-Driven Demand Forecasting is a demand forecasting approach that belongs to the class of forecasting methodologies and is distinguished by its reliance on empirical data and statistical or machine learning models—rather than theoretical assumptions or qualitative judgment—to identify patterns, trends, and relationships for predicting future demand.

240

Publications

12.6K

Citations

803

Authors

391

Institutions

Publications per year

2017–2026

156

Parents

Publications

240

Application of machine learning techniques for supply chain demand forecasting

Réal A. Carbonneau, Kevin Laframboise, Rustam Vahidov · European Journal of Operational Research · 2007 · 642 citations

, , +11

An optimized model using LSTM network for demand forecasting

Hossein Abbasimehr, Mostafa Shabani, Mohsen Yousefi · Computers & Industrial Engineering · 2020 · 526 citations

, , +13

Measuring the bullwhip effect in the supply chain

Jan C. Fransoo, Marc Wouters · Supply Chain Management An International Journal · 2000 · 300 citations

, , +9

A data-driven approach for characterising the charging demand of electric vehicles: A UK case study

Erotokritos Xydas, Charalampos Marmaras, Liana Cipcigan et al. · Applied Energy · 2015 · 222 citations · Full text

, , +14

Machine Learning Methods for Demand Estimation

Patrick Bajari, Denis Nekipelov, Stephen Ryan et al. · American Economic Review · 2015 · 218 citations

, , +15

1–5 of 240

Authors

803

  1. SA
    Saud Al-Fattah

    Saudi Aramco (United States), United States

    3 publications · 66 citations

    3

    h-index

  2. YB
    Yung-Cheol Byun

    Jeju National University, South Korea

    3 publications · 79 citations

    3

    h-index

  3. LC
    Li-Yueh Chen

    MingDao University, Taiwan

    2 publications · 37 citations

    2

    h-index

  4. AK
    Andrea Kolková

    VSB - Technical University of Ostrava, Czechia

    2 publications · 40 citations

    2

    h-index

  5. JY
    Jie Yang

    Northeastern University, China

    2 publications · 57 citations

    2

    h-index

1–5 of 803

Institutions

391

  1. Tongji University

    Shanghai, China

    5 h-index

    9 publications

    180 citations

  2. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    5 h-index

    7 publications

    237 citations

  3. National Taiwan University

    Taipei, Taiwan

    3 h-index

    9 publications

    958 citations

  4. Jeju National University

    Jeju City, South Korea

    3 h-index

    7 publications

    188 citations

  5. Tsinghua University

    Beijing, China

    3 h-index

    8 publications

    211 citations

  6. Beihang University

    Beijing, China

    3 h-index

    3 publications

    135 citations

  7. National University of Singapore

    Singapore, Singapore

    3 h-index

    5 publications

    372 citations

  8. Chongqing University

    Chongqing, China

    3 h-index

    9 publications

    310 citations

1–8 of 391

Venues

  1. Expert Systems with Applications

    7 publications · 210 citations

    7

    h-index

  2. 6

    h-index

  3. Energy

    5 publications · 598 citations

    5

    h-index

  4. Applied Energy

    5 publications · 587 citations

    5

    h-index

  5. IEEE Access

    5 publications · 209 citations

    5

    h-index

1–5