AI Moving Average (Expo)█ Overview
The AI Moving Average indicator is a trading tool that uses an AI-based K-nearest neighbors (KNN) algorithm to analyze and interpret patterns in price data. It combines the logic of a traditional moving average with artificial intelligence, creating an adaptive and robust indicator that can identify strong trends and key market levels.
█ How It Works
The algorithm collects data points and applies a KNN-weighted approach to classify price movement as either bullish or bearish. For each data point, the algorithm checks if the price is above or below the calculated moving average. If the price is above the moving average, it's labeled as bullish (1), and if it's below, it's labeled as bearish (0). The K-Nearest Neighbors (KNN) is an instance-based learning algorithm used in classification and regression tasks. It works on a principle of voting, where a new data point is classified based on the majority label of its 'k' nearest neighbors.
The algorithm's use of a KNN-weighted approach adds a layer of intelligence to the traditional moving average analysis. By considering not just the price relative to a moving average but also taking into account the relationships and similarities between different data points, it offers a nuanced and robust classification of price movements.
This combination of data collection, labeling, and KNN-weighted classification turns the AI Moving Average (Expo) Indicator into a dynamic tool that can adapt to changing market conditions, making it suitable for various trading strategies and market environments.
█ How to Use
Dynamic Trend Recognition
The color-coded moving average line helps traders quickly identify market trends. Green represents bullish, red for bearish, and blue for neutrality.
Trend Strength
By adjusting certain settings within the AI Moving Average (Expo) Indicator, such as using a higher 'k' value and increasing the number of data points, traders can gain real-time insights into strong trends. A higher 'k' value makes the prediction model more resilient to noise, emphasizing pronounced trends, while more data points provide a comprehensive view of the market direction. Together, these adjustments enable the indicator to display only robust trends on the chart, allowing traders to focus exclusively on significant market movements and strong trends.
Key SR Levels
Traders can utilize the indicator to identify key support and resistance levels that are derived from the prevailing trend movement. The derived support and resistance levels are not just based on historical data but are dynamically adjusted with the current trend, making them highly responsive to market changes.
█ Settings
k (Neighbors): Number of neighbors in the KNN algorithm. Increasing 'k' makes predictions more resilient to noise but may decrease sensitivity to local variations.
n (DataPoints): Number of data points considered in AI analysis. This affects how the AI interprets patterns in the price data.
maType (Select MA): Type of moving average applied. Options allow for different smoothing techniques to emphasize or dampen aspects of price movement.
length: Length of the moving average. A greater length creates a smoother curve but might lag recent price changes.
dataToClassify: Source data for classifying price as bullish or bearish. It can be adjusted to consider different aspects of price information
dataForMovingAverage: Source data for calculating the moving average. Different selections may emphasize different aspects of price movement.
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Disclaimer
The information contained in my Scripts/Indicators/Ideas/Algos/Systems does not constitute financial advice or a solicitation to buy or sell any securities of any type. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from the use of or reliance on such information.
All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, backtest, or individual's trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.
My Scripts/Indicators/Ideas/Algos/Systems are only for educational purposes!
Strongtrend
%R Trend Exhaustion [upslidedown]I love Williams %R! This indicator mixes two %R periods... a standard %R with a longer period %R. The longer period of 112 has interesting results for trend following strategies in the crypto market through backtesting.
Alone these are fairly ordinary but together they provide a very interesting trend exhaustion/reversal system while filtering out some noise. I have highlighted key areas of interest with filled boxes. An "area of interest" is when there is confluence between the short and long period %R values along with being overbought or oversold. Once there is a break in the overbought or oversold trend, an arrow will print.
This is one of my odder ideas that appears to have some merit and detects interesting tops or bottoms (or confirms a trend reversal) so I'm publicly publishing for the community to find. If you find this useful please reach out and let me know how you use it as it's fairly unique... and thus different than anything I've ever seen or used.
Function : Know Sure Thing ! (KST)Firstly : Know Sure Thing, or KST , is a momentum oscillator developed by Martin Pring to make rate-of-change readings easier for traders to interpret. In a 1992 Stocks and Commodities article, Mr. Pring referred to the indicator as "Summed Rate of Change ( KST )," but the KST term stuck with technical analysts. The indicator is relatively common among technical analysts preferring momentum oscillators to make decisions.
References : Investopedia (www.investopedia.com )
Let's start :
Simply :
KST : Above point 0 means long position (positive zone), below point 0 (negative zone) means short position.
I liked this indicator more than RSI because we can evaluate the breaking points of the channels we draw on the indicator according to the regions.
Plus area (positive area), breaking the channel upwards may indicate a very strong rise, and minus area (negative area) the channel downwards may indicate a very strong fall.
As a person who is very keen to identify major trends in advance, I like the KST indicator to approach the target quickly and simply. I also find it very successful in terms of divergences.
CAUTION : This indicator has been written before many times on TV. I have no effort on it. I saved loads only for variable periods. But I have enough experience to say that you are successful in trends with KST . Nevertheless, do not use it alone, as other promoters may benefit.
For example , I divided the standard periods into 4 as in the script. With a correct adaptive period, it has the potential to contribute greatly to accurate moves! You can use with mutable variable periods. Abundant trend lines can be drawn on the indicator and divergences between price and indicator can be sought. Best regards!
ADX Di+ Di- [Gu5]Fill indicates Strong Trend
Cross indicates End of Trend
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El relleno indica una fuerte tendencia cuando el Di supera "Level Trend"
El cruce de Di+ con Di- indica el fin de la tendencia
Cuando el valor del ADX es menor a "Level Range", estamos en Rango
Stiffness IndicatorThis indicator was originally developed by Markos Katsanos (Stocks & Commodities, V.36:12 (November, 2018): "The Stiffness Indicator").
Like and follow for more open source indicators!
Happy Trading!
[naoligo] Didi's Needle - Agulhada do DidiEN-US
This indicator was created based on the famous 'Agulhada do Didi', created by the mythological Odir Aguiar. It has a very simple operation and can be applied in any graphical time, but the idea is that the longer the time, the better, following the classical Technical Analysis, that trends in larger graph times are stronger.
The candles are duly marked by arrows indicating the possible direction of the movement, being yellow when it is preparation and blue (bullish) or oranges (bearish). Moving averages are plotted only in such candles, to serve for analysis of their positions.
Comment if you have any questions, criticisms or suggestions.
Have fun!
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PT-BR
Esse indicador foi criado com base na famosa 'Agulhada do Didi', criada pelo mitológico Odir Aguiar. Possui funcionamento bem simples e pode ser aplicado em qualquer tempo gráfico, mas a idéia é que quanto maior for o tempo, melhor, seguindo a Análise Técnica clássica, de que tendências em tempos gráficos maiores são mais fortes.
Os candles são devidamente marcados por setas indicando a possível direção do movimento, sendo amarelas quando for preparação e azuis ( bullish ) ou laranjas ( bearish ). As médias móveis são plotadas apenas em tais candles, pra servir para análise de suas posições.
Comentem caso tenham qualquer dúvida, crítica ou sugestão.
Divirtam-se!
B3 Directional Trend IndexB3 Directional Trend Index ~ All about the trend! William Blau is the designer of this gem, and IMHO it is the best trend finder of all the lagging indicators out there I have tested. It is important to pay attention to the slope and thickness of the line, and its relationship to zero. A reversion to the zero may look momentous, but in fact it could reverse when it reaches mean, only to turn back around. You can see this in March and April of this silver futures daily chart. Makes for a great instrument on anything you consider trendy, like crude oil for example. The default user inputs are set to my liking, as I find them to be great on all charts and resolutions. You may read around to find more about this on the internet, or its mentioned in Krausz's work. Also, imprtant to remember when no trend, trend finders like this sufffer, so be wise as to what market condition you are in. Rangy and within Range = no, On the Move = yes.