June 2015
Special Focus
Do data mining methods work? A Wolfcamp shale case study
Several univariate and multivariate statistical and machine learning methods were used to predict the production quality of Permian basin, Wolfcamp shale wells. Consistent with other data mining studies, univariate linear methods are shown to be much less robust than multivariate non-linear methods, which tend to produce more reliable results.
