We use financial news (2009.10.19 to 2016.10.31) from Sohu 4 to predict the daily movement of Shanghai securities composite index.
with the argument that a piece of news often describes one or several events which could be represented as a collection of elements, this study extracts news elements as enti- ties, actions and nouns from news titles and texts, with respect to their tf-idf scores.