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Nature is an inexhaustible source of inspiration for scientists and engineers seeking to create innovative solutions. One of such remarkable phenomena is mutualism - a mutually beneficial biological interaction between different species. Living organisms participating in mutualistic relationships strive to obtain mutual benefits from this interaction, aimed at the development and diversity of the population. more...
We continue these series on the different ways key component classes of wizard assembled Expert Advisors can be implemented by considering 2 Gaussian Process Kernels. The linear-kernel and Matérn Kernel. The former is so simple you cannot find its Wikipedia-page, however the latter has a reference page over here. There are several additional advantages and uses to GPs like noise handling & reduction as well as adaptation to regime change and many others. As traders, though, ...
Forecasting the trajectory of the upcoming price movement probably plays one of the key roles in the process of constructing trading plans for the desired planning horizon. The accuracy of such forecasts is critical. In an attempt to improve the quality of trajectory forecasting, we complicate our trajectory forecasting models. more...
Building a trading strategy is inseparable from analyzing the market situation and forecasting the most likely movement of a financial instrument. This movement often correlated with other financial assets and macroeconomic indicators. This can be compared with the movement of transport, where each vehicle follows its own individual destination. However, their actions on the road are interconnected to a certain extent and are strictly regulated by traffic rules. Also, due to the individual perception ...
Currently, there are a huge number of trading strategies for every taste. All these strategies are aimed at making a profit. But making a profit is in one way or another connected with the risks - the greater the expected profit, the higher the risks. A logical question arises: is it possible to reduce trading risks to a minimum, while receiving small but stable profits? These conditions are met by pair trading. Pair trading is a variery of statistical arbitrage first proposed ...