Concepedia

Stacking Of Predictive Distributions

Stacking of Predictive Distributions is a model combination method that belongs to the class of ensemble learning techniques, distinguished by its optimization of predictive performance through the weighted aggregation of Bayesian predictive distributions, where weights are selected to maximize cross-validated expected utility.

4

Publications

578

Citations

8

Authors

6

Institutions

Publications per year

2017–2026

4

Variants

Bayesian Stacking

Parents

Publications

4

Using Stacking to Average Bayesian Predictive Distributions (with Discussion)

Bayesian Analysis · 2018 · 481 citations · Full text

, , +16

Combining predictive distributions for the statistical post-processing of ensemble forecasts

Sándor Baran, Sebastian Lerch · International Journal of Forecasting · 2018 · 65 citations · Full text

, , +16

Using stacking to average Bayesian predictive distributions

arXiv (Cornell University) · 2017 · 25 citations · Full text

, , +16

Bayesian Model Weighting: The Many Faces of Model Averaging

Marvin Höge, Anneli Guthke, Wolfgang Nowak · Water · 2020 · 18 citations · Full text

, , +13

A stacking ensemble approach for identification of informative tweets on twitter data

Dasari Siva Krishna, Gorla Srinivas, Prasad Reddy P.V.G.D. · International Journal of Information Technology · 2023 · 14 citations

, , +15

1–5 of 4

Authors

8

  1. SL
    Sebastian Lerch

    Karlsruhe Institute of Technology, Germany

    1 publications · 65 citations

    1

    h-index

  2. MH
    Marvin Höge

    Swiss Federal Institute of Aquatic Science and Technology, Switzerland

    1 publications · 18 citations

    1

    h-index

  3. WN
    Wolfgang Nowak

    University of Stuttgart, Germany

    1 publications · 18 citations

    1

    h-index

  4. PR
    Prasad Reddy P.V.G.D.

    Andhra University, India

    1 publications · 14 citations

    1

    h-index

  5. GS
    Gorla Srinivas

    Andhra University, India

    1 publications · 14 citations

    1

    h-index

1–5 of 8

Institutions

6

  1. Heidelberg Institute for Theoretical Studies

    Heidelberg, Germany

    1 h-index

    1 publications

    65 citations

  2. GITAM University

    Visakhapatnam, India

    1 h-index

    1 publications

    14 citations

  3. Karlsruhe Institute of Technology

    Karlsruhe, Germany

    1 h-index

    1 publications

    65 citations

  4. University of Debrecen

    Debrecen, Hungary

    1 h-index

    1 publications

    65 citations

  5. University of Stuttgart

    Stuttgart, Germany

    1 h-index

    3 publications

    54 citations

  6. Andhra University

    Visakhapatnam, India

    1 h-index

    2 publications

    28 citations

  7. Arizona State University

    Tempe, United States

    1 publications

    13 citations

  8. University of California, Santa Cruz

    Santa Cruz, United States

    1 publications

    13 citations

1–8 of 6

Venues

  1. Bayesian Analysis

    1 publications · 481 citations

    1

    h-index

  2. International Journal of Forecasting

    1 publications · 65 citations

    1

    h-index

  3. Water

    1 publications · 18 citations

    1

    h-index

  4. 1

    h-index

  5. The Astrophysical Journal

    ApJ · 1 publications · 13 citations

1–5