how to use the programming logic?

<p><br>there are a few approaches to algorithmic trading. it is based mostly on a culmination of technical, fundamental and sentiment analysis. The stock is considered a Time series so decomposing the different elements of the this time series is a corner stone of all algorithmic trading. These including 1- Trend 2- Seasonality 3- Level. ARIMA family of models including SARIMAX is something that used to be commonly used in these approaches. What it does is basically decomposing these 3 factors, making a prediction(many predictions and averaging it out) on each factor(seasonality, trend and level) and then mixes the results together to make a prediction. The problem with these models used alone is that the further into the future you go the more variance(unpredictability) you get. now there are papers where the ARIMA models have been mixed with for example sinusoidal denoising techniques to optimize results.</p>

<p id="isPasted">For a trader to be successful, programming or coding has become increasingly important.&nbsp;</p><p>Traders can convert their strategies into computer code using programming languages. You can then have this code automatically scan for profitable stocks and even take positions on your behalf.&nbsp;</p><p>While it's not rocket science, it might haunt you momentarily if you're not from a technology background.</p>

<p id="isPasted">The popularity of algorithmic trading has made programming or coding crucial to a trader's success.</p><p>Traders can convert their strategies into computer code using programming languages. The code can then automatically scan for profitable stocks and even take positions for you.</p><p>There are numerous blogs that suggest either Java or Python to solve this problem. Unlike most stock market gurus, I would not recommend these.</p><p>I always recommend Amibroker to fellow traders. With its easy-to-use graphical user interface, you can code, backtest, and optimize your trading systems.</p><p>The system can also connect directly to your broker's terminal, so when your system gives a signal, the order can be placed automatically. Any programming language would take years to code such a clean and powerful utility.</p>

<ul style="list-style-type: disc;margin-left:50px;" id="isPasted"><li>The software can quickly scan thousands of stocks for the setups you like most.</li><li>The software can execute sophisticated entry/exit strategies to get you good prices.</li><li>The software can manage positions and orders so that your focus is uncluttered by the mundane.</li><li>The software can help “replay” markets past to help you learn and practice.</li><li>The software can gather and present reams of data you would like at your fingertips.</li></ul><p>That is to say, the software allows traders to spend their time on the most important things. And this is what great traders really do: best filter out all the noise.</p>

<p>There are several ways in which programming and trading can be combined. Some common examples include:</p><ol><li>Automating trade execution: Many traders use programming languages such as Python or C++ to create algorithms that can automatically execute trades based on certain criteria. For example, a trader may use a program to automatically buy or sell a security when it reaches a certain price.</li><li>Backtesting trading strategies: Traders may use programming to backtest their trading strategies by simulating how the strategy would have performed in the past using historical data. This can help traders to identify the strengths and weaknesses of their strategies and fine-tune them before putting them into practice.</li><li>Analyzing market data: Traders may use programming to analyze large amounts of market data, such as price data from financial exchanges, to identify trends and patterns that could inform their trading decisions.</li><li>Building custom trading tools: Traders may use programming to build custom tools and applications that can help them to manage their trades and analyze the markets. For example, a trader might build a program that sends them notifications when a security reaches a certain price or generates reports on their portfolio performance.</li></ol><p>It is important to note that using programming in trading does not guarantee success. Like any other aspect of trading, it is important to carefully consider the risks and to thoroughly test and evaluate any programs or algorithms before using them to make trades.<br></p>