Sentiment analysis and machine learning in finance: a comparison of methods and models on one million messages

It is found that adding bigrams and emojis significantly improve sentiment classification performance and more complex and time-consuming machine learning methods, such as random forests or neural networks, do not improve the accuracy of the classification.