Development of shale gas production prediction models based on machine learning using early data

Greedy function approximation: A gradient boosting machine.

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

Engineering, Machine Learning, Data Mining +13

Nearest neighbor pattern classification

Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 15.4K citations

Bayesian Decision Theory, Engineering, Machine Learning +23

Stochastic gradient boosting

Jerome H. Friedman · Computational Statistics & Data Analysis · 2002 · 6.9K citations

Engineering, Machine Learning, Data Science +9

Random Forest:  A Classification and Regression Tool for Compound Classification and QSAR Modeling

Vladimir Svetnik, Andy Liaw, Christopher Tong et al. · Journal of Chemical Information and Computer Sciences · 2003 · 3.5K citations

Engineering, Machine Learning, Hit Identification +24

Variable selection using random forests

Robin Genuer, Jean‐Michel Poggi, Christine Tuleau-Malot · Pattern Recognition Letters · 2010 · 2.5K citations

Engineering, Machine Learning, Data Science +8