Best Forex Advisor

Best Forex Advisor

Best Forex Advisor : Rebellion Research has been using a Bayesian Machine Learning Ai Investing platform to successfully trade Forex markets for nearly 15 years.

Are you looking for a Forex-only managed account? Rebellion can provide that at extremely low and competitive fees. While also being transparent and open about our Ai’s prediction models. Our technology is completely explainable. No black box.

You can have a Forex account through Rebellion Research and Interactive Brokers. Available in 70+ countries.

Any currency can be predicted by our Bayesian Machine Learning Ai Investing platform.

Below please see the abstract to our research on a type of Machine Learning, Deep Q Learning & Agriculture:

  1. Abstract/Objective of this Research Paper

The objective of this research paper is to examine the use of a Simple Moving Average trading strategy on Agricultural ETFs and explore whether Deep Q-Networks can improve trading performance.

The average sharpe ratio of a SMA strategy is 0.2951 with a standard deviation of 4.666463011, while the average sharpe ratios of Deep Q strategies trained on 2-month and 6-month periods are -0.3864 and -1.9062 with standard deviations of 2.895470252 and 3.02360978 respectively.

This indicates that although the volatility of performance of a Deep Q-Learner is less than that of a SMA strategy, the returns are very poor. By performing Dynamic Time Warping on the training and testing time series, it is clear to see that performance of a Deep Q Learner is extremely dependent on similarities between the training and testing data.

Hence, during periods of extreme uncertainty and volatility, such as during the 2020 SARS-CoV-2 pandemic, it is not a viable option. Steps for further research on this topic could include examining the performance of a Deep Q Learner that learns and trades on intraday prices (which might be more predictable than month-long data) or one that learns on long-term data and receives longer-term factors such as weather and GDP. 

  1. ETFs and Price History

There are 7 Agricultural ETFs that are being examined in this paper: Teucrium Corn 

AI Investing with New York’s Leading AI Firm – Rebellion Research

Fund (CORN), Teucrium Soybean (SYB), iPath Series B Bloomberg Coffee Subindex (JO),  iPath Bloomberg Cocoa Subindex (NIB), Teucrium Sugar (CANE), iPath Series B Bloomberg Livestock Subindex (COW), and iPath Series B Bloomberg Sugar (SGG). FULL PAPER : Policy Gradient Learners in Trading Agricultural ETFs by Alexander Fleiss, Vishal Dhileepan, Rohan Mehta, Zoe Wang, Corina Perez-Cobb :: SSRN