Moving Averages (Self-Adjusting Param for Highest Profitability)Moving Averages (Self-Adjusting Parameters for Highest Profitability)
It is a dual moving average crossover system - Smart Moving Averages .
Moving averages are used to identify current price developments and the potential for a change in an established trend.
The crossover in a dual moving average system can be used as a trigger to buy or to sell an asset, or as a trend reversal indication.
The crossover occurrence depends on the periods for which the moving averages are calculated. Using constant period values may not bring the best results.
The Smart Moving Averages change their periods automatically to get the highest profitability .
The concept is similar to the Smart SuperTrend .
Features:
• Self-Adjusting Period parameters
• The graphs for Profitability, Moving Average 1 Period, Moving Average 2 Period and the Moving Averages themselves are available to choose for display from the indicator settings
• A chart layout can be made just for the Smart Moving Averages, having all the graphs nicely displayed
• Alerts for changes in Trend, Moving Average 1 Period, Moving Average 2 Period, Profitability
• Different types of Moving Averages are available to choose from in the indicator settings (SMA, EMA, RMA, WMA, VWMA, DEMA, TEMA, HullMA, TMA).
The range for Moving Average 1 Period, Moving Average 2 Period and Time can be changed in the indicator settings (suggested optimal values are displayed on the chart).
This affects the loading speed (smaller range, faster to load), as well as the accuracy of the signals.
The indicator switches to the most profitable Moving Average 1 Period and Moving Average 2 Period parameters automatically, in real-time.
It scans across the entire historical data made available by TradingView.
The Smart Moving Average system works on all timeframes and symbols available on TradingView.
Exception for when the Volume Weighted Moving Average is used - it doesn't work for symbols without volume data.
It does not repaint!
But several aspects must be considered:
- 1. TradingView periodically removes access to old data while giving access to new data in real-time.
____ The frequency depends on the timeframe, amount of data. It can happen daily for second charts, weekly for minute charts.
____ Since the Indicator wouldn't have access to that old data anymore, the Profitability may change its value, causing a certain degree of repainting.
- 2. The starting time for Backtest must be inserted in the settings panel.
____ As long as the starting time has available price data, the Smart Moving Averages will NOT get repainted.
____ A suggested starting date for the analysis is shown on the chart. Insert the date in the indicator settings.
This indicator is compatible with the Wrapper Module of the Risk Management System indicator, which means they can work together as a trading bot.
Intelligent
SuperTrend (Self-Adjusting Parameters for Highest Profitability)SuperTrend (Self-Adjusting Parameters for Highest Profitability)
The SuperTrend is a trend-following indicator.
It works best when it is used along with other indicators.
It performs well in trending markets and can give false signals in volatile markets.
It becomes Smart when its Multiplier and Period parameters are automatically detected .
• Self-Adjusting Multiplier and Period parameters
• The graphs for Profitability, SuperTrend Multiplier, SuperTrend Period and the SuperTrend itself are available to choose for display from the indicator settings
• A chart layout can be made just for the Smart SuperTrend, having all the graphs nicely displayed
• Alerts for changes in Trend, Multiplier, Period, Profitability
The range for Multiplier, Period and Time can be changed in the indicator settings.
This affects the loading speed (smaller range, faster to load), as well as the accuracy of the signals.
The indicator switches to the most profitable Multiplier and Period parameters automatically, in real-time .
It scans across the entire historical data made available by TradingView.
The Smart SuperTrend works on all timeframes and symbols available on TradingView.
It does not repaint!
But several aspects must be considered:
- 1. TradingView periodically removes access to old data while giving access to new data in real-time.
____ The frequency depends on the timeframe, amount of data. It can happen daily for second charts, weekly for minute charts.
____ Since the Indicator wouldn't have access to that old data anymore, the Profitability may change its value, causing a certain degree of repainting.
- 2. The starting time for Backtest must be inserted in the settings panel.
____ As long as that starting time has available price data, the SuperTrend will NOT get repainted.
____ A suggested starting date for the analysis is shown on the chart. Insert the date in the indicator settings.
This indicator is compatible with the Wrapper Module of the Risk Management System indicator, which means they can work together as a trading bot .
Intelligent Exponential Moving Average Private AccessView the full documentation on this indicator here: www.kenzing.com
Note: This indicator is now intended for those who have been granted private access and may be more frequently updated than the previous versions.
Introduction
This indicator uses machine learning (Artificial Intelligence) to solve a real human problem.
The Exponential Moving Average ( EMA ) is one of the most used indicators on the planet, yet no one really knows what pair of exponential moving average lengths works best in combination with each other.
A reason for this is because no two EMA lengths are always going to be the best on every instrument, time-frame, and at any given point in time.
The " Intelligent Exponential Moving Average " solves the moving average problem by adapting the period length to match the most profitable combination of exponential moving averages in real time.
How does the Intelligent Exponential Moving Average work?
The artificial intelligence that operates these moving average lengths was created by an algorithm that tests every single combination across the entire chart history of an instrument for maximum profitability in real-time.
No matter what happens, the combination of these exponential moving averages will be the most profitable.
Can we learn from the Intelligent Moving Average?
There are many lessons to be learned from the Intelligent EMA . Most will come with time as it is still a new concept. Adopting the usefulness of this AI will change how we perceive moving averages to work.
Limitations
Ultimately, there are no limiting factors within the range of combinations that has been programmed. The exponential moving averages will operate normally, but may change lengths in unexpected ways - maybe it knows something we don't?
Thresholds
The range of exponential moving average lengths is between 5 to 40.
Additional coverage resulted in TradingView server errors.
Future Updates!
Soon, I will be publishing tools to test the AI and visualise what moving average combination the AI is currently using.
Follow and like for more content!
Intelligent Moving AverageFor 4 simple moving averages, the script tests every single combination for maximum profitability and finds the best pair.
Combinations:
sma1 and sma2,
sma1 and sma3,
sma1 and sma4,
sma2 and sma3,
sma2 and sma4,
sma3 and sma4
And then paint the pair which get best performance. sma lengths are optional, so you can change lengths as you wish.
You will see in some charts that for example sma1 and sma2 pair was best perfrmance and colored on the chart but then sma2 and sma3 pair got better performance, so script starts to paint sma2 and sma3. so it's dynamic based on best performance.
keep in mind => length1 < length2 < length3 < length4 will be better
I didn't have enough time to test the script, so please comment when you test it.
by LonesomeTheBlue
Ingenious SMA CrossoverIntroduction
A popular use for moving averages is to develop simple trading systems based on moving average crossovers. A trading system using two moving averages would give a buy signal when the shorter (faster) moving average advances above the longer (slower) moving average. A sell signal would be given when the shorter moving average crosses below the longer moving average. The speed of the systems and the number of signals generated will depend on the period of the moving averages.
What is this tool?
This tool is a crossover system of two simple moving averages. I called it "Ingenious" because it uses a decision tree-based algorithm under the hood to find and plot the most profitable SMA combination.
It analyzes the range of periods between 4 to 45 and backtests each combination across the entire history of an instrument. If the more profitable periods were detected the indicator will switch periods of the moving averages to the found ones immediately.
NOTE : It does not change what has already been plotted.
Good luck!
