8 Let freq(x j ; d) denote the number of occurrences of the jth word in the vocabulary in document d. where N is the number of documents in the training set.
das and Chen (2001) and Antweiler and Frank (2004) ask whether messages posted on message boards can help explain stock performance, while Li (2005) measures the association between frequency of words associated with risk and subsequent stock returns.