Metatrader 5 / Metatrader 4 for MQL5 / MQL4 articles preview

Security is paramount in any field of expertise, and we cannot afford to overlook its importance. With the persistent threat of unauthorized access, it’s crucial to safeguard our Admin Panel from potential intruders. If unauthorized individuals gain access, they could easily manipulate the panel and jeopardize our communication efforts with the broadcast community. The primary purpose of this system is to facilitate reliable communication, and while we can enhance functionality at the Expert Advisor level, the risks of intrusion remain significant.

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In the previous articles, we discussed the FEDformer method that uses the frequency domain to find patterns in a time series. However, the Transformer used in that method can hardly be referred to as a lightweight model. Instead of complex models that require large computational costs, the paper "FITS: Modeling Time Series with 10k Parameters" proposes a method for the frequency interpolation of time series (Frequency Interpolation Time Series - FITS). It is a compact and efficient solution for time series analysis and forecasting. FITS uses frequency domain interpolation to expand the window of the analyzed time segment, thus enabling the efficient extraction of temporal features without significant computational overhead.

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In the 20th century, Richard Donchian established a trend-following strategy through his studies of financial markets, which later evolved into the Donchian Channels. We briefly discussed his work in a previous article, but today we will focus on implementing the strategies associated with his theory. According to various sources, the channels are believed to encompass multiple strategies within their framework. The abundance of literature on Donchian Channels suggests the continued effectiveness of this theory in modern-day trading. By integrating Donchian Channel strategies, we aim to expand the opportunities for our Trend Constraint Expert, enhancing both its profitability and adaptability to diverse market conditions.

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