“…Das and Chen [2007] apply an algorithm to extract investor sentiment from stock message boards and find that technology sector postings are related to stock returns. Other studies (e.g., Tetlock [2010], Schumaker and Chen [2009], Philpot and Johnson [2008], Bulkley and Herrerias [2006], Antweiler and Frank [2004], Doms and Morin [2004], Kloptchenko et al [2004], Coval and Shumway [2001]) confirm that news stories are associated with considerable response by the financial sector. For an introduction to text mining in general, the reader is referred to Weiss, Indurkhya, Zhang, and Damerau [2004], Konchady [2006], Feldman and Sanger [2006], and Srivastava and Sahami [2009].…”