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Support Vector Regression (SVR) is a form of regression derived from Support Vector Machines. At its core, SVR uses kernel methods to map input data into higher-dimensional spaces, allowing for more complex relationships to be captured, which contrasts with dimensionality reduction. For this article though we are exploring strictly its loss function role when used with a multi-layer perceptron. A related but different form of regression we looked at in an earlier article was Gaussian Process

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According to Wikipedia, Dimensionality Reduction is the transformation of data from a high-dimensional space into a low dimensional space so that the low-dimensional representation retains some meaningful properties of the original data, ideally close to its intrinsic dimension.

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The financial markets industry is a complex and multifaceted environment. Every event and action have their roots in economic fundamental processes. The reason for certain events can be found in the news, geopolitical events, various technical aspects and many other factors. Quite often, we observe such dependencies after they happen. While analyzing the market situation, we observe only a small part of these factors. This in general makes financial markets a rather difficult environment

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In this article, we are demonstrating the Cascade Order Trading Strategy of Forex Trading Expert Advisor (EA) in MetaQuotes Language 5 (MQL5) for MetaTrader 5. In this article of the MQL5 Expert Advisor using moving average crossovers as the basis for trading strategy, this MQL5 article automates trading choices on the MetaTrader 5 platform. This article incorporates essential features for position initialization, adjustment, and monitoring and makes use of the Trade.mqh library for effective

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In this series, we have already examined a fairly wide range of different reinforcement learning algorithms. They all use the basic approach:

1. The agent analyzes the current state of the environment.
2. Takes the optimal action (within the framework of the learned Policy - behavior strategy).
3. Moves into a new state of the environment.
4. Receives a reward from the environment for a complete transition to a new state.

The sequence is based on the principles of the Markov

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