19,279 research outputs found
Leverage Financial News to Predict Stock Price Movements Using Word Embeddings and Deep Neural Networks
Financial news contains useful information on public companies and the
market. In this paper we apply the popular word embedding methods and deep
neural networks to leverage financial news to predict stock price movements in
the market. Experimental results have shown that our proposed methods are
simple but very effective, which can significantly improve the stock prediction
accuracy on a standard financial database over the baseline system using only
the historical price information.Comment: 5 pages, 2 figures, technical repor
- …