Sparse Machine Learning Methods for Understanding Large Text Corpora
Sparse machine learning has recently 
emerged as powerful tool to obtain models of high-dimensional data with high degree of interpretability, at low computational cost. This paper posits that these methods can be extremely useful for understanding large collections of text documents, without requiring user expertise …