Concepedia

Forecasting With Exogenous Variables

Forecasting with Exogenous Variables is a time series forecasting approach that incorporates external predictor variables, distinct from the target series, to improve prediction accuracy by modeling their influence on the observed temporal dynamics.

279

Publications

13K

Citations

828

Authors

448

Institutions

Publications per year

2017–2026

145

Variants

Exogenous Time Series Forecasting

Parents

Publications

279

Assessment of forecasting techniques for solar power production with no exogenous inputs

Hugo T.C. Pedro, Carlos F.M. Coimbra · Solar Energy · 2012 · 617 citations

, , +13

Solution and Maximum Likelihood Estimation of Dynamic Nonlinear Rational Expectations Models

Ray C. Fair, John B. Taylor · Econometrica · 1983 · 430 citations

, , +17

Short-Term Load Forecasts Using LSTM Networks

Shahzad Muzaffar, Afshin Afshari · Energy Procedia · 2019 · 371 citations · Full text

, , +17

Modeling and Forecasting Electricity Prices with Input/Output Hidden Markov Models

A. MateoGonzalez, Javier García‐González · IEEE Transactions on Power Systems · 2005 · 306 citations

, , +16

Neural basis expansion analysis with exogenous variables: Forecasting electricity prices with NBEATSx

Kin G. Olivares, Cristian Challú, Grzegorz Marcjasz et al. · International Journal of Forecasting · 2022 · 221 citations · Full text

, , +17

1–5 of 279

Authors

828

  1. TG
    Tian Guo

    École Polytechnique Fédérale de Lausanne, Switzerland

    4 publications · 168 citations

    4

    h-index

  2. HT
    Hugo T.C. Pedro

    University of California San Diego, United States

    3 publications · 821 citations

    3

    h-index

  3. AA
    Afshin Afshari

    Fraunhofer Institute for Building Physics, Germany

    3 publications · 484 citations

    3

    h-index

  4. LF
    Laurent Ferrara

    Banque de France, France

    3 publications · 90 citations

    3

    h-index

  5. CF
    Carlos F.M. Coimbra

    University of California San Diego, United States

    3 publications · 821 citations

    3

    h-index

1–5 of 828

Institutions

448

  1. National Technical University of Athens

    Athens, Greece

    4 h-index

    6 publications

    402 citations

  2. Universidad Politécnica de Madrid

    Madrid, Spain

    3 h-index

    8 publications

    122 citations

  3. Pontifícia Universidade Católica do Rio de Janeiro

    Rio de Janeiro, Brazil

    3 h-index

    8 publications

    161 citations

  4. Institut National de la Recherche Scientifique

    Québec, Canada

    3 h-index

    7 publications

    540 citations

  5. Chinese Center For Disease Control and Prevention

    Beijing, China

    3 h-index

    13 publications

    517 citations

  6. Aston University

    Birmingham, United Kingdom

    3 h-index

    3 publications

    113 citations

  7. Banque de France

    Paris, France

    3 h-index

    6 publications

    180 citations

  8. Universidade do Estado do Rio de Janeiro

    Rio de Janeiro, Brazil

    3 h-index

    5 publications

    104 citations

1–8 of 448

Venues

  1. Energies

    15 publications · 839 citations

    15

    h-index

  2. arXiv (Cornell University)

    Repository · 7 publications · 295 citations

    7

    h-index

  3. IEEE Transactions on Power Systems

    6 publications · 994 citations

    6

    h-index

  4. International Journal of Forecasting

    5 publications · 536 citations

    5

    h-index

  5. Journal of Forecasting

    5 publications · 211 citations

    5

    h-index

1–5