Concepedia

Hierarchical Forecasting

Hierarchical Forecasting is a forecasting methodology that organizes multiple time series into a hierarchy based on aggregation structures, distinguishing itself by simultaneously producing forecasts across all levels of the hierarchy and ensuring coherency between them through reconciliation techniques.

207

Publications

10.9K

Citations

567

Authors

286

Institutions

Publications per year

2017–2026

119

Variants

Hierarchical Time Series Forecasting

Parents

Children

Publications

207

NHITS: Neural Hierarchical Interpolation for Time Series Forecasting

Cristian Challú, Kin G. Olivares, Boris N. Oreshkin et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2023 · 463 citations · Full text

, , +14

Optimal combination forecasts for hierarchical time series

Rob J. Hyndman, Roman A. Ahmed, George Athanasopoulos et al. · Computational Statistics & Data Analysis · 2011 · 438 citations

, , +16

Optimal Forecast Reconciliation for Hierarchical and Grouped Time Series Through Trace Minimization

Shanika L. Wickramasuriya, George Athanasopoulos, Rob J. Hyndman · Journal of the American Statistical Association · 2018 · 304 citations · Full text

, , +16

Time-series forecasting using flexible neural tree model

Yuehui Chen, Bo Yang, Jiwen Dong et al. · Information Sciences · 2004 · 296 citations

, , +11

Forecasting with temporal hierarchies

George Athanasopoulos, Rob J. Hyndman, Nikolaos Kourentzes et al. · European Journal of Operational Research · 2017 · 263 citations

, , +10

1–5 of 207

Authors

567

  1. RJ
    Rob J. Hyndman

    Monash University, Australia

    14 publications · 1.8K citations

    12

    h-index

  2. GA
    George Athanasopoulos

    Monash University, Australia

    8 publications · 1.4K citations

    8

    h-index

  3. DZ
    Dehua Zheng

    Goldwind (China), China

    5 publications · 159 citations

    5

    h-index

  4. AT
    Abinet Tesfaye Eseye

    North China Electric Power University, China

    5 publications · 159 citations

    5

    h-index

  5. SB
    Souhaib Ben Taieb

    Monash University, Australia

    4 publications · 259 citations

    4

    h-index

1–5 of 567

Institutions

286

  1. Monash University

    Melbourne, Australia

    13 h-index

    26 publications

    4.3K citations

  2. North China Electric Power University

    Beijing, China

    7 h-index

    17 publications

    1.2K citations

  3. Goldwind (China)

    Ürümqi, China

    5 h-index

    11 publications

    344 citations

  4. University of Bath

    Bath, United Kingdom

    4 h-index

    5 publications

    395 citations

  5. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    9 publications

    493 citations

  6. Central South University

    Changsha, China

    3 h-index

    7 publications

    655 citations

  7. Stanford University

    Stanford, United States

    3 h-index

    6 publications

    336 citations

  8. State Grid Corporation of China (China)

    Beijing, China

    3 h-index

    5 publications

    98 citations

1–8 of 286

Venues

  1. International Journal of Forecasting

    14 publications · 870 citations

    12

    h-index

  2. Applied Energy

    9 publications · 616 citations

    8

    h-index

  3. arXiv (Cornell University)

    Repository · 7 publications · 250 citations

    7

    h-index

  4. Expert Systems with Applications

    7 publications · 349 citations

    6

    h-index

  5. Information Sciences

    5 publications · 512 citations

    5

    h-index

1–5