Concepedia

Data-driven Forecasting Models

Data-Driven Forecasting Models is a forecasting methodology that belongs to the class of predictive models and is distinguished by its reliance on empirical data and statistical learning techniques to identify patterns and generate predictions without requiring explicit mechanistic or theoretical assumptions about the underlying system.

318

Publications

17.9K

Citations

1.2K

Authors

539

Institutions

Publications per year

2017–2026

260

Parents

Publications

318

Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption

Muhammad Waseem Ahmad, Monjur Mourshed, Yacine Rezgui · Energy and Buildings · 2017 · 989 citations · Full text

, , +17

Data science and prediction

Vasant Dhar · Communications of the ACM · 2013 · 819 citations

, , +12

A paradigm for data-driven predictive modeling using field inversion and machine learning

Eric Parish, Karthik Duraisamy · Journal of Computational Physics · 2015 · 600 citations

, , +16

Data-driven forecasting of high-dimensional chaotic systems with long short-term memory networks

DSpace@MIT (Massachusetts Institute of Technology) · 2018 · 440 citations · Full text

, , +16

Improved weighting methods, deterministic and stochastic data-driven models for estimation of missing precipitation records

Ramesh S. V. Teegavarapu, Venkatraman Chandra‐Mouli · Journal of Hydrology · 2005 · 366 citations

, , +12

1–5 of 318

Authors

1.2K

  1. ÖK
    Özgür Kişi

    Ilia State University, Georgia

    4 publications · 194 citations

    4

    h-index

  2. MZ
    Mohammad Zounemat‐Kermani

    Shahid Bahonar University of Kerman, Iran

    4 publications · 178 citations

    4

    h-index

  3. NA
    Nadhir Al‐Ansari

    Luleå University of Technology, Sweden

    4 publications · 117 citations

    4

    h-index

  4. AE
    Ahmed Elbeltagi

    Mansoura University, Egypt

    4 publications · 195 citations

    4

    h-index

  5. GC
    Gerald Corzo

    IHE Delft Institute for Water Education, Netherlands

    3 publications · 226 citations

    3

    h-index

1–5 of 1.2K

Institutions

539

  1. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    18 publications

    1.1K citations

  2. University of Maryland, College Park

    College Park, United States

    7 h-index

    18 publications

    1.1K citations

  3. Texas A&M University

    College Station, United States

    6 h-index

    7 publications

    323 citations

  4. Tsinghua University

    Beijing, China

    6 h-index

    16 publications

    1.9K citations

  5. Mansoura University

    Al Mansurah, Egypt

    5 h-index

    5 publications

    234 citations

  6. Shahid Bahonar University of Kerman

    Kerman, Iran

    5 h-index

    9 publications

    355 citations

  7. University of Tehran

    Tehran, Iran

    5 h-index

    11 publications

    511 citations

  8. Luleå University of Technology

    Luleå, Sweden

    4 h-index

    4 publications

    117 citations

1–8 of 539

Venues

  1. Water

    20 publications · 899 citations

    17

    h-index

  2. arXiv (Cornell University)

    Repository · 9 publications · 226 citations

    9

    h-index

  3. Hydrological Sciences Journal

    8 publications · 566 citations

    8

    h-index

  4. Hydrology and earth system sciences

    8 publications · 785 citations

    8

    h-index

  5. IEEE Access

    7 publications · 275 citations

    7

    h-index

1–5