Concepedia

A systematic data-driven approach for production forecasting of coalbed methane incorporating deep learning and ensemble learning adapted to complex production patterns

Shuyi Du, Jiulong Wang, Meizhu Wang, Jiaosheng Yang, Cong Zhang, Yang Zhao, Hongqing Song

Energy · 2022 · 81 citations · 33 references

DOI

Concepts

References

33

Random Forests

Leo Breiman · Machine Learning · 2001 · 119.3K citations · Full text

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 93.8K citations

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 27.3K citations · Full text

, , +13

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Yoav Freund, Robert E. Schapire · Journal of Computer and System Sciences · 1997 · 19.8K citations

, , +13

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çaǧlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.7K citations · Full text

, , +17