mlsanityData to 7 Oct 2026

Leverage Financial News to Predict Stock Price Movements Using Word Embeddings and Deep Neural Networks

arXiv 1506.07220 ↗First posted 24 Jun 2015cs.CE cs.AI cs.CLcited by 7

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Abstract (arXiv)

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.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Jun 2015.

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Citing papers per year: 2021: 1; 2022: 0; 2023: 1; 2024: 1; 2025: 3; 2026: 1.

7 papers.