To learn more about the beginnings of Paper Machines and the uses of text mining and visualization for historians, you can check out Jo Guldi’s recent talk at MITH in Maryland:
Topic Modeling Workshop: Guldi and Johnson-Roberson from MITH in MD on Vimeo.