Concepedia

Nonparametric Forecasting

Nonparametric Forecasting is a forecasting method that, unlike parametric approaches, makes no assumptions about the functional form or underlying distribution of the data, relying instead on data-driven techniques to model and predict future values.

176

Publications

11.2K

Citations

399

Authors

247

Institutions

Publications per year

2017–2026

35

Parents

Publications

176

Comparison of parametric and nonparametric models for traffic flow forecasting

Brian L. Smith, Billy M. Williams, Rudy Oswald · Transportation Research Part C Emerging Technologies · 2002 · 999 citations

, , +13

Nonparametric Regression and Short‐Term Freeway Traffic Forecasting

Gary A. Davis, N L Nihan · Journal of Transportation Engineering · 1991 · 526 citations

, , +16

A Simple Nonparametric Approach to Derivative Security Valuation

Michael J. Stutzer · The Journal of Finance · 1996 · 382 citations

, , +17

Traffic Prediction Using Multivariate Nonparametric Regression

Stephen Clark · Journal of Transportation Engineering · 2003 · 339 citations

, , +15

Nonparametric regression based short-term load forecasting

W. Charytoniuk, M.S. Chen, P. Van Olinda · IEEE Transactions on Power Systems · 1998 · 299 citations

, , +16

1–5 of 176

Authors

399

  1. BL
    Brian L. Smith

    University of Virginia, United States

    6 publications · 1.2K citations

    6

    h-index

  2. RC
    Ricardo Cao

    Universidade da Coruña, Spain

    4 publications · 247 citations

    4

    h-index

  3. AS
    Ashish Sharma

    UNSW Sydney, Australia

    4 publications · 238 citations

    4

    h-index

  4. DG
    Dimitrios Giannakis

    Courant Institute of Mathematical Sciences, United States

    3 publications · 163 citations

    3

    h-index

  5. GA
    Germán Aneiros

    Universidade da Coruña, Spain

    3 publications · 321 citations

    3

    h-index

1–5 of 399

Institutions

247

  1. Universidade da Coruña

    A Coruña, Spain

    6 h-index

    11 publications

    838 citations

  2. Princeton University

    Princeton, United States

    6 h-index

    7 publications

    463 citations

  3. Sorbonne Université

    Paris, France

    4 h-index

    5 publications

    245 citations

  4. New York University

    New York, United States

    4 h-index

    5 publications

    275 citations

  5. UNSW Sydney

    Sydney, Australia

    4 h-index

    10 publications

    568 citations

  6. Zhejiang University

    Hangzhou, China

    3 h-index

    9 publications

    923 citations

  7. Tsinghua University

    Beijing, China

    3 h-index

    4 publications

    437 citations

  8. Pennsylvania State University

    State College, United States

    3 h-index

    5 publications

    285 citations

1–8 of 247

Venues

  1. Journal of Forecasting

    6 publications · 285 citations

    6

    h-index

  2. Water Resources Research

    6 publications · 593 citations

    6

    h-index

  3. Journal of Transportation Engineering

    5 publications · 980 citations

    5

    h-index

  4. 5

    h-index

  5. IEEE Transactions on Power Systems

    6 publications · 1K citations

    5

    h-index

1–5