Most people will not hesitate to put an equation sign between Social media success and business success. After all, a big social media footprint seems to be a key requirement for the success of the business as a whole. In what follows, we challenge this notion on the basis of data sourced by Stockpulse. Informed […]
This white paper discusses the implementation of sentiment analysis into the production of foreign exchange trading strategies. Statistical significance testing for financial performance measures is used to compare generic foreign exchange strategies against sentiment analysis-strategies generated by Stockpulse. The strategy generated by Stockpulse outperform the generic strategies across all presented performance measures. Request Paper
Stockpulse’s exceptional Surveillance tool has uncovered unique information from social media data that indicates earlier problems at the highest management of Celsius Network. The analysis conducted using our data shows disturbing practices from Celsius’s management towards its clients. We analyzed social media activity between March and May and found clusters of issues experienced by retail […]
Students from multiple universities conducted an interesting joint study. It sheds light on how pump and dump schemes evolved to new places such as social media and other web-based communication channels to influence the retail investor community. Monitoring social media is a significant factor. It is sometimes hardly addressed compared to other relevant issues for […]
During the course of the past few months we were intensively looking into the application of Deep Learning on our emotional data for financial markets. Initial results of our research work are beyond everything we have seen so far. It is a combination of our experience gathered during the past 10 years of applying large […]
• MACD (Moving Average Convergence/Divergence) is a trading indicator based on stock prices. • One of our key concepts is that market oscillation can be anticipated by sign changes of the sentiment scores, we assume the sentiment scores can also be applied in the MACD, instead of stock prices.
• MACD (Moving Average Convergence/Divergence) is a trading indicator based on stock prices. • One of our key concepts is that market oscillation can be anticipated by sign changes of the sentiment scores, we assume the sentiment scores can also be applied in the MACD, instead of stock prices. • The adjusted MACD achieves a […]
• Models on emotional data for German equities outperform standard price momentum strategies • Emotional data indicator “positive rate” achieves the best performance in most of the experiments with a Sortino ratio of 1.45 • In addition to the “positive rate” method, a “sentiment average” approach has better performance in shorter time periods (< 12-weeks) […]
• According to StockPulse’s previous research in this area of DAX and MACD (Moving Average Convergence/Divergence), the MACD model is an effective indicator for signal generation based on sentiment scores. • Therefore, we are applying the same model with the same settings to major indices of the US market. Although using daily sentiment scores, which […]