Extreme gradient boosting and deep neural network based ensemble learning approach to forecast hourly solar irradiance

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16

A working guide to boosted regression trees

Jane Elith, John R. Leathwick, Trevor Hastie · Journal of Animal Ecology · 2008 · 6.5K citations · Full text

Computing, Biostatistics, Ecology +14

Popular Ensemble Methods: An Empirical Study

David W. Opitz, Richard Maclin · Journal of Artificial Intelligence Research · 1999 · 3K citations · Full text

Computing, Computer Science, Ensemble Performance +15

Heuristics of instability and stabilization in model selection

Leo Breiman · The Annals of Statistics · 1996 · 1.2K citations

Natural Sciences, Mathematics, Decision Theory +13

Hourly day-ahead solar irradiance prediction using weather forecasts by LSTM

Xiangyun Qing, Yugang Niu · Energy · 2018 · 932 citations

Natural Sciences, Earth Sciences, Meteorology +12