To capture the non-linear relationships between the low-dimensional dense features like statistical features, sophisticated machine learning models such as neural networks and gradient tree boosting are preferred over linear models.
gradient tree boosting has been shown to be highly competitive for ED in recent work (Yang and Chang, 2015;Yamada et al., 2016).